{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  # for the record"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<a name=\"addplot\"></a>\n",
    "# Adding plots to the basic mplfinance plot()\n",
    "\n",
    "Sometimes you may want to plot additional data within the same figure as the basic OHLC or Candlestick plot.  For example, you may want to add the results of a technical study, or some additional market data.  \n",
    "\n",
    "This is done by passing information into the call to `mplfinance.plot()` using the `addplot` (\"additional plot\") keyword.\n",
    "\n",
    "The `addplot` keyword expects a `dict`.  The dict must contain the key `'data':` whose value is the actual additional data to be plotted.  This additional data may be a `list`, `numpy.ndarray`, `pandas.Series`, or `pandas.DataFrame`.  If it is a DataFrame, then *all* columns in that dataframe will be plotted.  \n",
    "\n",
    "The rest of the `addplot` dict contains various keywords and their values that are used to configure the additional plot in relation to the basic OHLCV plot, as can be seen in the examples below.\n",
    "\n",
    "It is *strongly* recommended that the caller construct the `addplot` dict using the helper function `mplfinance.make_addplot()` (see examples below).  This helper function:\n",
    "- simplifies the syntax for specifying additional plots\n",
    "- ensures that the dict contains default values for all possible configurable keywords\n",
    "- does some basic checking on the keyword values to ensure they are of the correct types.\n",
    "\n",
    "The `addplot` keyword can also accept a `list` of `dict`s, as one possible way of plotting multiple additional data sets on top of the basic OHLCV data.  See specific details in the the examples below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## `addplot` examples:\n",
    "\n",
    "Let's start with an example data set that includes Bollinger Band data, in addition to the basic OHLCV data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "#df = df.loc['2012-01-01':,:]\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "\n",
    "mpf.plot(df,volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot.  \n",
    "\n",
    "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apdict = mpf.make_addplot(df['LowerB'])\n",
    "\n",
    "mpf.plot(df,volume=True,addplot=apdict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "When creating the `addplot` dict, we can specify that we want a scatter plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apd = mpf.make_addplot(df['LowerB'],scatter=True)\n",
    "\n",
    "mpf.plot(df,addplot=apd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "The above example is a trivial use of a scatter plot, where the default line plot makes more sense.  \n",
    "\n",
    "A more helpful use of a scatter plot might be to highlight specific movements in the data.  For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero.  To do this, let's first calculate a series that contains this information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def percentB_belowzero(percentB,price):\n",
    "    import numpy as np\n",
    "    signal   = []\n",
    "    previous = -1.0\n",
    "    for date,value in percentB.iteritems():\n",
    "        if value < 0 and previous >= 0:\n",
    "            signal.append(price[date]*0.99)\n",
    "        else:\n",
    "            signal.append(np.nan)\n",
    "        previous = value\n",
    "    return signal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Take a small data set, and calculate a series that shows when the percentB falls below zero:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf = df.loc['05-10-2012':'06-07-2012',]  # Take a smaller data set so it's easier to see the scatter points\n",
    "\n",
    "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apd = mpf.make_addplot(signal,scatter=True)\n",
    "\n",
    "mpf.plot(tdf,addplot=apd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "We can customize the marker size and shape, to make the scatter markers easier to see:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apd = mpf.make_addplot(signal,scatter=True,markersize=200,marker='^')\n",
    "\n",
    "mpf.plot(tdf,addplot=apd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Plotting multiple additional data sets\n",
    "\n",
    "There are two ways to plot multiple additional data sets.\n",
    "\n",
    "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data.  All columns in the DataFrame will be plotted.\n",
    "\n",
    "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Passing a DataFrame as the addplot data plots all columns in the DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcdf = df[['LowerB','UpperB']]  # DataFrame with two columns\n",
    "apd  = mpf.make_addplot(tcdf)\n",
    "mpf.plot(df,addplot=apd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.<br>This method is necessary if the additional plots will have different configurations.  For example:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "First prepare the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def percentB_aboveone(percentB,price):\n",
    "    import numpy as np\n",
    "    signal   = []\n",
    "    previous = 2\n",
    "    for date,value in percentB.iteritems():\n",
    "        if value > 1 and previous <= 1:\n",
    "            signal.append(price[date]*1.01)\n",
    "        else:\n",
    "            signal.append(np.nan)\n",
    "        previous = value\n",
    "    return signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "low_signal  = percentB_belowzero(df['PercentB'], df['Close']) \n",
    "high_signal = percentB_aboveone(df['PercentB'], df['Close'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Now create the additional plot `dict`s and plot the data: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uLgcOHOh1O/s6jUunfTEdL390pZ2Mz5SCzlYkppQEAkETjbWRxqXJXDNGh8unctvi0ATChENcRJqgcWaejirJGCs3IXkawm1ORBP2JdZVVVW8/vrrvP/++9hstqbtLpcLWZbR6Y5mPjQYDNTW1rbqQ5IkslJjetVOvVbT62P0FJq9lQAY0wd1bvPIS2DzK2RUfI1v1GkhsK5j+tJ17uuIax0a+uJ1NhkC37v3nxWYRnrhBw/7qjxttgG6dH5Od+f5T7p7vXrjWofnbxeDmjkRuWQj2c6tKNkzwmBD+4TqnpblzguAhl3EzJ8/n7lz5xIXF9dCxJhMJhRFwePxoNfrgYCwiYqKatWHqqqUVPauWs1Kjen1MXqKlPICdIBFTsfaic3G9AvI4hWUnz6nZPSdoTGwA/rSde7riGsdGvrqdc5Pl/nZSB0Or8qCVR4ubeccCoosXTq/YNo2CqSuBgf3xrUO198uIfU0Eks24ti1lJq4qWGxoT1CdU8ritqpkAn7Eutly5axYMECpkyZwpVXXklZWRlTpkwhKiqKxMRECgsLm9oWFBQwZMiQMFrbN9AdmU7yBpFN05V+Mn5DHHprIbr6wk7bCwSCE4OHjwTzesb/ltW7W3vA2yLSY02OJZJXUDkzAp5xU+naMFsS2YRdxGzZsoXVq1ezevVqFi5cSEZGBqtXr0av13PhhRfy5ptvAgEBs2XLFs4999wwWxz5NFZgDSoluKzFkXUWAFFFS3vTLIFA0Ec4e6CGi4fpsLpVLOPmtNmmMSAXOhcvkSwWGml+PpGAO3UCqhxY2i67IseuSCNkIqa6upoZM2YwY0Zgbm/27NnMmDGjwyXTd9xxBxaLhfPPP5958+bxyCOPkJycHCqT+yaKF629FBUJbwcrk5rjyJkGQNRhIWIEghMeVeGx8wKpMLyn34ViSgqzQb3LseIlUsSMqjXiSp0AgKl8fZitiVxCFhOTnJzM4sWLO2yTnZ3N0qVHH6QxMTH8+9//7m3T+hXahjIkVcEXndFmfpi2cOScjYqEqXw9kqcBVd+3ghAFAkHPEX3oawZnaSi1KbjG/Dpk4zYXDl2ZkmpsG4zw6M5UV1f672mcmadhKl+HsXQt9oGRFdwbKYR9OknQs+hsgRwxwcTDNKIYE3GnjkdSvESVirwEAsGJjHn3OwA8ttqDqmu9kKK79LaHY0hOAiaDrs/F5XREU1xMmYiLaQ8hYvoZTTliuiBiAOw5gXIPpuIVPW6TQCDoG2js5USVrMTjV3lzW+dLofszkTCt5ErNR9EYMFj2oHFUhdWWSEWImH5G08qkmOwuHefMPB0AU8UPPW6TQCDoG5gLPkZSFT7f46PGGXlZvLtSDqCzNuEWKEGhMTR9N5sLPgyzMZGJEDH9DG1DF1YmNcOdPAZV1qO37EV21/eGaQKBoBeR3fUYKjeD393lYzX2MkzF32Pe8x4Ar27tmhcmErwWXaEv2WodORuA2J1vgNJzZR/6C2FPdifoWbqSI6YFGgOu5LGYKjdhqNyCM+fsnjdOIBD0OLq6/SRtmE9U8XIkxYsnbjCW/FuOvNBINAy+DJ85B9ldh6KLahHwr3FUEP/jC8Tt/B+SGnhA+kwpLNm/v1u2RLo4iHT72sKRMw1PbB56ayHRh5ZgP1LzThBAiJh+hLahBEP1jsDy6rhBXT7enTYRU+UmjJWbhIgRCCIdVSV252skbZiP7HejSjI+Uwr6+v2krbi9qVnSpn+haIzI/kDtI78xKbB6ETAcqZmmIuFMn4xiiMc6/Fp8ypWhP59maJOy0cYkdWllUEGRhazUmBblEPoFkkz96BtJWXs/8dtfwj5gOsji0d2IuBL9iITNTyMpHmyDL8Ufldrl411pE2E7GCs29YJ1AoGgx/C7SV31V8z7AnES1qFXUnvy3fgNsbw8K5dz8rRMuuR3aNwWogu/RPa7UHQxSD4nGlcNGlcNAIrGgCP7bCwTbseTNDKcZwSAx6fwxobDZN70HJKsoeLde3Ed+jHcZoUd29ArSdz8JMbKLaQtu42KaU+B3M/EWjcRIqafoKs/gHnfQlRJg2XCHd3qozGxkrFqa2DuVah9gSDikLwOMpb8ClP5OhSticqzHm8xxTB/lYf5qzwUPHp/oP3U+aD4UPVmUPxoXNWBfFI+B+7U8ahaU6sxwjXt8u+VB/hiZwWSrAEg9pSftyti+ssy6mBQ9TGUXfAyGYtvJKZwEarWQOVZT4TbrIhABPZ2guS1I7vqwGlBdtUF/SN57SG1M/7HF5BUP7ZhV+GNy+tWH/6oVLzmXGSvHb1lTw9bKBAIjhfJ5yL9m99gKl+HLyqNkpkL242RaFzFo2pNAQEDIGvwR6XhTs3HlXl6k4CJhNwqxXVOvtpVgSxB5cKHUDxOTHkT0KV27/usv+FOm0Tpxe+gaAyY932IvmZXuE2KCMSrdkeoCgPfHI+k+kHSMEANbsmhhIIqaSi8cTdIIdCJqkL04W8BqDvODJuu1AnobIcxVmzCkzS6J6wTCAQ9gLF0DcnrH8FQswOfKYXSi99tEfvWngjpTkbbcHhi3thQhKLCRaPSuHP5Ep77/gAf/VhG7OQrOj22LXv7YhBvZ3iSx2IdcT3xP71CwtZnqTj3+XCbFHaEJ6YjJJmGvJmgguR3IyueoH5QoWHQzNAIGMBQtQ2NqxZvTDbe+KHH1Zc7JT/QZ/X2njBNIBD0AIk//JOsL38REDBR6ZRd+Fa3gvcjlUO1DpburUIrS8yaFMhxdeW4TFTFT/TIMxkxbmy7Ii1YcXa8nqZwe6oaqTvp9ygaA9GFX6Kz7A23OWFHiJhOsEy8A/XI/GywqHL341K6Q1TRMuBIIUdJOq6+3MljgKOrFgQCQXiJ3fk/Erb+G1XSUDPxTg5ftQxP4vAWbSLlAdtdvvipAhWYPjKVtNhA8cm0WCMN275GkjUknHVDeA2MIPzRadiGX4OESsLW58JtTtgRIqYTfOZsGvJmogYZCa5KWhoGzcRn7lrG3OMhqriZiDlO3EmjUJHQ1+5F8rmOuz+BQNB9TCWrSF57HwBVZ/yDuvG3drueUVtCJxJiYVRVZdWBwGqpC0a0XFVZt+otFI+TqGGnYcgaFQ7zIpK6sTejSjIxBxahsZeH25ywIkRMEFgm3gFBemNC7YXROKsxVG1D0RiaioUdD6ouGm/8YCTVJ4J7BYIgaAz+b++nvUUBnQX/yy4LqStuR1IVLPm3YBt2das2XRUhHU3JNP8JJXsrG6iwuUmK0jEq3dxin2Kvw7rhYwBSr3qApAtvQ2NOCal9kYjPnI194Awk1UfczjfCbU5YEYG9QeAzZ+MfcRmanz5symrZFqH2wkgeGwmbn0RCxZl+So9VnHUnjUFfV4ChegfulHE90qdA0C9pFvyvtvNOKElSq0UBnQb/qyopq+9B66jEmTaJ5CseRVEf7VRgFBRZ2g3ODbfHpT2+3x/wwkwdnITcxnS4dcNHGDKHYxo0kZiTzmfs2Zfx/NXjGJWX1GZ/feW8j5e6Mb8mpvBLYne/hWX8H9tcKt+rKH5kjxXFGN7rKzwxQeI766+dxsYcjxdG8rmQvI6g22uth8n9YBpxu94EwDr8mm6N2xbu5LGACO4VCDqlWfB/e4H+bS0K6Cz4P3bX/4gp/BJFF0Pl2U+itLEwsj88nFVVZeUREXPG4LZFiep1UfnB/ZS8dDNZcUYKax28su5QUP03v0bd9TA1P+5Yz1fzgpSh/nu4UyfiSslH467DvOfdkI4t1e4n5+MZDHx7Mhp7WUjHPhbhiQmWuBwa8mZi3v9pm96YbnthVBXzvg9IWv8wqsZIyaUf44vJ6vSwhK3PoHVW4UoeS82p9+FKn9y1cTtAiBiBIHgsE+8gpnARkj/44nwdvfAYKjeTvO4hAKqmPsrAUa29ocd6W/qqoDlY66Ck3kWcUctJmXHttms8z90VNv64cBsLt5ZiHDAu6Gy+/XG5NZJE3bg/kP7tzSRueRbb0CuP5gPqKqqKoWoLGncdGns5UcUr0dkOoehi8CSOpG7sb1FlLVFFyzFU70Bf+BmS24onYRiKIbz3nhAxXaCjLytV1mCZeGfXOlS8pC39IzEHvzqyoZ60b2+mdOZCVK2x3cM09jLMBZ+gSjIV0/6NL25g18btBPeR/DB6y55ARdxmBeMEAkFLGoP/23vBOZZWLzyKH2PlZkylqzGVrsZYuQVJ8VI3+lc0DL6sxbHBiJW+9MBedzBg66kDE9HIna+sHJFmZvbJOby+oYjhv3qM/7s2v7dNbJNIEY32AdNxpgZq3sVv+w+WSX/qVj/x2/9D0ob5be4zlW8gdtf/kFSlxfaGgTOoPPPxDp9VoUBMJ3UBnzmbhkEzUaWW2i/wpXRJkwdFdtUSVbQUfc1ONM5qZFctKP6WnSm+JgHj18dSOXU+XnMuxurtpKy6GzpIrBe/42UkxYt94IU9LmAgkOLaEzcISfGiF3kIBIJO6UoqhiYvjKoSdehrsj++kKxFgdo4pvINoPppyLuYmsn39LLV4WfDoYCIOWVg8KLg+kk5jM+Oo87p5YGvdrN0bxUHax2oQSYj7Q7hCHgOCkmi5pTAfRK//SU09ooud6G1HSZh05MAODKnYht0CVVTHqH40k8pvfAtbEMCyQYVjRH7gAuonnwv7lmfU3Hui6j6mJ47l24iPDFdxDLhDmIOtPTGBLwwd6C1FRO75x3ifnoV+ZiVB76oNOpO+gPeuIHoq3cQu/d9dLbD+PWxlF70Np7ksbhTJ5D12eWYCz7GnTyW+mOy70YXfoF570KiSr4HAkmPegtP4ij09Qcw1O7Gc2R6SSAQtE2w3phGL4y2oZi0pbdgrNoSOD46A/uAC3BkTsGVcSqKIa7H3/YjLattg9vHjjIrsgQTc+KDPk4jS9xz/jBufm8rO8tt7Cy3AZBmNnDNyTlcNDwFnebEeT93p02iYeAMYg4uJv7H56k5/cHgD1ZVfnr4VAYM1WEbfBmV055p1cSZNZXq0x9ElfVNXpeY1BiGHKkWHm5xJ0RMF2n0xpgLAl9WqqTFmXEaaUvnYqzc0tTOlZKP7G1A46wBxYfWUUHyugda9OWNyabinOeaRIIncQSVZz1O+ndzSFr/CIo2CtvQnyP7nCSt/zuxez9oOrZ+xHW4U07qtfP0JA6DQsQya4EgSIKJjVFlDa70U8j6IhCI7zMmYxl/C9YR13U6bdt85VF/YFNRHYoKJ2XGEmPo2qMoMVrPU1eM5atdlRRbnGwvs1Jhc/PM0gI+21rK76YM5OTc4IVRX8cy4XZiDi4mds871I37A/7o9KCOiypezkVDdVicKiP+8CaV9v+1KUoUfWxPm9xjCBHTDVp6Y1SiilcgoaJoo3DkTKNuzE240yYdPeCI2zhu52sAeGMH4hhwPo6ss1rln7HnXYxl3FwSfnyO1FV3k7z+701eHUVjoHbSn2kYNDPom7S7uBNGAKCvFSJGIAiGzrwxqqTFnns+iRsfA6Bu9E3UTvoTqi66w3574003nDWSGmmcSpo8oHvCLCvexG9OGwCAoqpsLqrn+VWFHKx1cM/nO8mINfLx+kOMzQzuAayqKnsqG1i6t4riOhcun5+TMuO4ZnwWJn3XsraHGk/iCBryLiam8AsSfnyO6tP/3vlBqkrCloDn5ZHv3VTae286rjcRIqYb+MzZaO6r4swBGlbcGI0qabGM+z2W/FvaXqsvSTgGTscxcHpQ/ddO+hPeuEHEb3sRfd0+FI0Bd0o+1ac/hCdxRA+fTds0jiM8MQJB8HQY/C/JaLw2tK5qnBmnUnPq/2tziXVH3pb2ViOF26XfVeweH+sb42E6EDEFRRb8ba0vPwZZkpiUG88nc07nue/28fmOcsqsLu5dtJPHfzaGoSntx274FZV1B2t5Y0MRBdUtwwB+LLHy5c4KrpmQxbjMWBKn34I2PoPar5/DZymNqNVhtRPmEV34JbG738WS/0f8UakdtjeWrcVYuZlqh8KLP3iatg/JSehT91NIRYzX6+WJJ57glVdeYcWKFaSnB7wJzzzzDF9++SWqqjJy5EgeeughYmNjef7553n99ddJSDh6gzz22GOcdFLvTaN0hVsn6wGw5M8NZPXtKSQZ27ArsQ29Ao29HOdkCQAAACAASURBVH9UCgRZ9qCn8JlzULQmtI4KZFcdivHEcc0KBN3l2OnmRlRJiyttIlHFK1B0MYz4yzcc/n1Sn3pY9BR2j4+7P9uJxeFlQKKJvKT2k3RWWF384f0feeGafNLMna+SNOk1/GJiNlePz+LRr/ewvKCGP3/6E5eMSSclRs+2EiuVDW7sHn9TYr3iOiduX2DlTbxJx7nDUsjPjkNRVd7+oZg9lQ08/30hAOb8GQCkz/onlQtbx56EUwB4E4ZhH3ABMYeWELv7bSwT5rXfWFVJPOKFeXKdB7s3REb2AiEVMXPmzGHMmDEtti1atIg1a9bwySefoNfrmTdvHi+++CJ//vOfsdls3HTTTdx8882hNDMocuMkLh+hRZV1WEde3zuDSDL+mMze6TuIsT0JwzBW/YjesgdXxinhsUMg6GO0GfwvyejrAw/Cmkl3cbj+9qZ93ZnaOZ4HZTi9BodqHTz69V4Kqu2kmg08MnMUUgdFa1/bcBir28fr6w/z5/OGBj2ORpa4+/xhOLy72XDIwls/FHfYPiPWyBXjMpg5Oh299qh37PS8RFYfqOXT7WXsqWigcvNiNNGJmAZNJO3aR9hdYWNEWjdzs/QC9aN/FRAxu97EMu4P7cZZJWx+AlPZWvz6WJ7bYA2xlT1LSEXM3Llzyc/P5/nnn2/aNmTIEB544AGMxkDU8+TJk1m9ejUANpuNnJycUJoYNHNP1qORJd7camf2/SP65RvVURGzW4gYgSBIWgX/yzq8cYMwWHbjThpFxoW3t3lcJExJ9Bb1Ti8fbyvjvc0lePwKmXFGHrtsNBmx7ecYqbC6WL6vGlWFZfuquOGU3KC8MY3oNDIPXzySLcX1rC6socHlY2xmLAMTo4jSa1AJTCVlxZkwG9t+FMqSxBmDk5qyCQ/JuRBkDckX3070qLP56+c7efrnkbN605VxKu6EERgsu4k58AUNQ69o1Sb2p9dI3PIMqqSh8qwnqHe3rsnVlwipiMnPb52YaMSIozEeNpuNxYsXc9llgQRPVquVb7/9loULF+Jyubj00ku5+eabO1TuIUFVuDE/ML3z7IY+7IfrBE9TcK/IFSMQdIVjvTH6usBnaNpjG/H3zfjJbqGoKh9uLeW19YdxHZmymTEylbln5BGl7/jx89qGw/iP5H7xq2qXvTEQ8MhMyo1nUk+uVFL8VH/xJLIhBgZP4k8f70CXPABvdXClEHoVSaJ+9I2krrqbxM1P4EkajSdxeNNuU8kqktcFpsGqzliAY8D54bK0x4iYwN4777yTb7/9losvvpjLL78cgIkTJ6LT6bj66qupqanhhhtuID09vWl/I5IkkZXau0l39FpN0xhS+TYM0TKH6hQ2lASS2PX2+OFAHpQP68HcsA9DiM6v+XUW9C7iWvciqSNQRv0Maft7IElIisLDK92sLW6Z9DKY69+bf6Oe7ntPuY3d5TYkCcrrXazYW8Wmw3UAnDk0md+ekcfJAxM77aekzsmKghr8R5LE+hVYXlDNXy4aQWZ8+4UOQ3ZPK36qPp3Plc8sZcNBCyPm/oc9//kjnvJ94f9MJcxC2fMGuqqdZH92Kb6z7sU/6bdItfvRL78FSVXwTbmT2Km/or11W52dg157dLVWb56vHEQWZ0ntzTSH7TB8+PAWgb2NuN1u/vnPf1JdXc1TTz3V6rhXX32VrVu38vTTTzdti4+PR1FUtuzsXRWclRpDSWVDYMwfXyRp43ysw64m7vr/At2fo46EpY7toXFUMvDtk/HrYzk4exuEwAPW/DoLehdxrXsXnaWAnI8uQFL9fLHXy6XvOlsVcgwm90tPfzd09J2jqmq3PN0Hqu28su4Qaw+27jPepOPOc4Zwel7n4qWRBd/u5bu9VU0iBkAjw3nDUjv0xoTqnm68hjsLa3j46z2sPlCLp+IAZa/d2tQmnN/pktdB8tr7mnKL+Y1JaFyBQpv2nGmUX/BK08q4tu6/zmwP1XUeP2oAsixRV1fXbpuwpzVcu3Yt+/btA8BgMHDVVVexatUqAAoKCnC73U1tVVVFqw2/88hUGrDPmTW1x/oMRxXUzvCbUvAb4tF4rGgcleE2RyDoO6gqCVufQVL9KAmDuP6j1gKmkUhJab+/2s71b2zi4SV78PiUzg8AXF4/L605yO/f/5G1By0YtDJnDk5i2tBkfnZSBneeM4RXrhvfJQHTGAvjP8YEvxKIjamwuds+MAzotTJ/mz6cpGg9+rRBmAafHG6TAFB1UVSd+S/KLngFT+xANK4aFK0J69CrAll5JTkinzndIeyKYNOmTWzZsoUXXngBvV7PsmXLGD48MIf30EMPMWXKFG6++Wbq6+v5+OOP+d3vfhdWeyWfC2P5BgCcmVN6vP+I8sxIEt7YgWiqtqKzHcIfnRZuiwSCPoF57/uY93+Kza1y6iPbqD/muRsRn+9mlFtd3P3ZT9Q6vFTY3NQ7vfx+ah4xeg27KhqosLmIMWjJjDMyKt2MJElsKarj2ZUHKLO6kYBLx6bzy5NzSIjSH5ctr64/GgtzLH5V5bX1h/jLecOOa4zjpfnfT6+RuSo/kxdXHyTutGtw7t8IRMZ3uSP3XBxZUwPlY+IGR0Sto54mZCKmurqaWbNmNf0+e/ZsNBoNr7/+OlVVVVxyySUApKen8/DDDwPwyCOPcN999/HRRx8hyzKXXnopM2fODJXJbWKs+AHZ78adOAq/KTmstoQCb2wuxqqt6KyHcKVPDrc5AkHk4/eQsDkwHT7nSxc7q9r3anT0oOuth19jvw6Pj5X7a1h/0MKW4npsbh+j0s2UWV1sLq7nd+9ubfN4rSyhqGqTZykvKYo7pg1hVPrxLzWusLpYUdDaC9OIX4Hl+6q5cXIuaR2sbAo1M0en89w3P2LIGoEhdyzuw9vDak+LfDUaA+6Uce22jaSEfd0hZCImOTmZxYsXt7nvwQfbLliVk5PDq6++2ptmdRlTSc9PJUUy3tiBAGitERB5LxD0AWL3foDOXsqOSj9vbWu5erEjYRKqN/ZDtQ4+/LGU7/ZUNa0YAhiVbmb+JaOoc3r579pDHKxxYHV5GZYaQ26CiQa3n/01dvZX2ZEkyIozctHoNK4cl4m2hwouduSFacSvqry24XDYvTHNMek12DZ/QfzU6zCfND3sIgbaT7zXnljpq7W5wj6d1Bdo/of9aU40CSkaHFlnhNGi0OEzB2qT6ISIEQg6RfI5id/6bwAeXOEmUlZTl1tdvLr+MNtKrVQ2iykZmxnLucOSyc+KJzveiCRJxBi0PHBh++VNHB4fWllukRSuJ+jMC9NIpHpj7Du+I37qdZiGnoqkM6J6XeE26YRAiJguMC5NZlSKhiq7gjPztF4dKxLmUwG8sUdEjE2IGMEJjqpiqN6G1laE7G1A9tpR9LHYBl8GGj3GsvWkfP8XdPZSPAnD+HDnD+G2GIAluyp5duV+nN6AOojSaThnWDI/z88kN6H9lP/t0Vl+l+4SjBemkUj0xuzesZs/LtzGznKIGnoq9p3Lu91Xb3z/90UvSzAIEdMFrhsbSHD3/k4fM3q4llGkzks2iRjrwfAaIhCEmYTNTzTVm2lO7O63cCeOIm73WwB44odSMe3f7CsKLFDISo3BZGj7+6K3X1L2V9t57LvA6s8zBidxw+QcchOi0ASRfyOUBOuFaSQSvTEVVhcHjhSQjB519nGJGEHwCBETJBLwizGBL6K3t3uZEV5zQobflIKijULjrkd216MY4sJtkkAQcmJ3vXUkVbuMPfd8FEMsii6G6INLMFZuwVi5JVDNPv8WLPlzWtWsCZdH9a0figC4dEw6t541KPzZztuhK16YRiLNG/PahkBWYtXvw5g3HjkqDsVRf1x9hqugZKTMBASDEDFBMjVXQ06czME6hbVF/s4P6C9IEt7YARhqd6GzHsKdEhkVxAWCUKGv2UXymr8BUDXlUWwjftG0zzL+NpLX3IfGVUPNqffhSWw/liTUHKp1sLKgBp0scd2k7IgVMIqqsqKgBgkJnabz9o2oKizfV8Nd56pNFanDRWNuGwBn4WaihkwmesQZ2DYvCsn4oRIdjeM43ZFTbkeImCC55ogX5p0d3hbBen1BqR4vXnPuERFzUIgYwQlH4qZ/IakK9SNnk3b+HGBO0+deMSZQec6z4TWwHd7eVIwKzBiVRkpM8IUTQ40sSXz068l4lSDnkpqhk+WwCxhoWefJvnNFQMSMOjtkIqY5bYUkdCcrb19BiJggkIDLhwcu1ax/fcPVya2rljZXwsGo4o6WuXW0PxyIZdaCExVD5WaiD3+Loo3CMv424Ll220aSC353hY3v9lShkSWunZAVbnM6xaTXYKILbpgI4tgMwymX3gWAIWsE2ri2E4T21r0SzHMjEu7PnkSImCCYlCmTFSvjjc7EkzQmJGNG0o3mEyuUBCciio+kDfMBqB9zE/6olKAOC7eYUVSVZ1ceQAWuzM8kPUICX/srzb0wjUiASiDAN5z3Q2+9DJsMuoh5RgkREwQ/GxmYSrIPuKBHiiBGkpclGI6uUBIiRnCCoCqkfH83pvIN+A0J5F37KPXuR8NtVVAs3lXJ7ooGkqL1zJqUHW5z+jXt1XlqlDTRo8+mfu17nfbT154JkUTYC0D2BRqnkhwDL+i0bfObMZgCW5FS/K0jGqeTdHUHwmuIQBAKVJWk9Q8Tu+8DFK2JsgteblX7KFJRVZX3N5cA8LvTB/RaThdBgM5WVemSctAmZIbQohMPcYd3gq5uP4NTNNQ6VZzpp4R07HC7pRvxxWSh6KLRuqqRnTUopqSw2iMQ9CYJW54hfsfLqLKO8vNewp02MdwmBc2uigaK6pwkROmYNjS46S9B9wg2t40xZzQNltLQGNVDhPuZ0xWEJ6YTJJ8DgLe2e0HuWc3XZ24UScKTEMjFoLfsCbMxAkHvYd77AYmbn0CVZCqmPYMzu2+VF1myqwKA84alRFxCu/5GsLltDNmj290XjLc+mDa9TSTY0B5CxHSCJ3kseU/buHPJiV0Hw5MQyD4qRIygvyK760la/wgAN39mJ+PM67vVT7imiD0+hWVHcpVcMCI15OOfSHQlw3BHIibSOPbejVTh0hwxnRQEB+sipYxb+GgUMYZaIWIE/QjFh3nvB/hisokqWYnGbWHFQR8vbe44mVfzTKqRMu276kANdo+fYSnRDEqODqst/Z2uZBjWJWSgiUnsFTtCITIiXcgIESMICk+i8MQI+heSz0XqsluJObSkxfY7v+57XldFVXl7UzEAF45qOzeJoGfoap0nAEP2KCqsLtJijWEVBccrtJvnQYsUxHRSEBQUWY4rzfLxzidGwnzk0emkvYF83wJBH0bjqCRj8Q3EHFqCXx+LzxQIgn19q4dNZV3PHBtulu6torDGQWqMnhkjhYjpTbpT58mQPZrXNhzutF13pyL7wirX3kJ4YnqISMy025P4Tcn4jUloXDVoG0rwmUX+CUHfJKpoKSkr7kLrqsZnSqFsxv/wxuVx09nZrGmjLlqkf6a9foXX1gcKPf5yci56rXg37S26WudJUVX8ChizR/PSr07hpd43sU36s8ARIqaXiES32/HiThxOVOka9JY9QsQI+hyyq5bkNfdhPvA5AI7M06k86yn80QHPxYpDXRMwkfL5fnX9YcqsLnITTCKgt5fpap0nt0/hmpfXoUsZgKQzonrbnqpsT2Q0f45ESuxVpCFETA8TbL2kvngjehKOihhH7rnhNkcgCB5VJW3pH4kqXYWiNVE74Xbqx/wG5K7V64m0l5Nl+6p4b3MJsgTzzh4sllWHgK7WefJUFmLIGIo+fSjuou1N23vjXgrFyqKCIgtZqTGUVDb0Sv9dRYiYMNAXBQw0i4sRK5QEfYyooqVEla7Cb4ij+LJF+GJzu91XpEwdbymu45/fFQAwZ2oe47LiwmqPoG08ZXswZAzFkDm8hYjpiJ54RvTV50xXEZOnfZBwBfp644cAoK8rCPnYAkG3UbxN+V8s428LSsBEcqCkqqqsLazlns934fYpXDw6jctPygi3WYJ2cJcGXvoMmcPDbEn/RHhiBEHjiR8KgK5+P6gKSEID93VkVx2K3tzlaZW+ROzud9HX78cTO5D6kbNb7T/2hSBSxQsEvC//t/oge6vsAFw0Ko15Zw9G6oHCtILeoVHE6PugiInkz0IjIX0Keb1eFixYwPDhwykvL2/a/swzzzBjxgymT5/OvHnzsFqtAHg8Hu69916mT5/ORRddxBtvvBFKc4+bxre5SH6r6wqKMR6fMRnZ50Tb0LdqgQhaI+9bTN6b4xj4Zj6py25FdteH26QeR/I5Sdj6DAC1J/8ZNPp223b0Oe3uvp5ke6mVez7fxd4qO7FGLTedmsvt0wYjCwET0ez6cQdmgxZtTCIas6hn1dOEVMTMmTMHo9HYYtuiRYtYs2YNn3zyCV999RWKovDiiy8C8Nprr1FfX89XX33FW2+9xWuvvcb27cHNKfZHIiFfTOOUkk5MKR03cdv+Q9y2/4Qt745m/QuBfz1WzPs/JWHrs2GxozeJ2/k6WkclruSx2Ade1OXjI+UFZGe5jb99sROPX+HCUam8e+Mkrp+UIwRMH6DS5sbpDax8M2T1PW9MpBNSETN37lxuu+22FtuGDBnCAw88gNFoRJZlJk+eTGFhIQCLFy/m6quvRpZlEhISmDFjBosXLw6lyWElUr5Am+MRcTE9grahhOQNj5K84VFiCj4K/fjWQ2gOr0LRGCk7/78AmPe+j+RzhtyW3kLy2Ij/MSDUaif+CfrYA9/i8LD+kIUnlxVw68JtNLj9TB2UyO1nD8Gg7b/Tf/2N1zYcxqcEXlQMmSPCbE3/I6QxMfn5+a22jRhx9I9qs9lYvHgxl112GQCFhYXk5h4NwsvNzWXFihW9b6igXURwb89gKl7Z9P+U1X/DnToeb9ygkI0fu+c9ABoGzcQx4HxcKeMwVv1IzP7PsA2/JmR29CYJW59D467DmT4ZZ/ZZrfaH26vZHhsPWfjwx1I2FdVx5NmHRpb4+bhMfnVqrlhG3YeosLpYfqQoJ0DUsNOxLH8NFF/QfUTKarhIJWIiM++8806mTp1Kbm4ul19+OQAulwuDwdDUxmg04nT2nzfFvohHTCf1CFHFATHuM6Ug+xykfP/X0A2u+DDv+wCgSbBYR/4SgLidbzRNb8nOGmJ3vUnq8tuJKfgEVBXJY8NQ8QPG8o1oHJUtutXYK4j96TVkV23ozqUdtNbDxO94GYCaU/7WK16Y3vCUriio5q+f72Tj4To0ksS4zFiuGJfBf64Zx81TBqLXRMxXtiAIXttwtESBp/ow2rhUokdPC7NV/YuIWZ30+OOP43a7+ec//8ldd93FU089hclkwu12N7VxOp1ERUW1OlaSJLJSY3rVPr1W02NjBNtPlc3N1zsr2FFsYXBKDCaDrlv99CjGkwL/WA/0yvg9eZ0jFsWHoWw1AP7rPkDz5qWYyteR7d+HmjG+14fXrH0GraMSNWkISWOnBR7wideibnwYQ80OBmx/DDVxMNpv/9Y0vWQu+IiUnS8h1RYg+QJZR1WNAd/0BfjHXotcsATdl7cjOWtJOrAQz6zPwBDb6+fSHrrvH0NSPPjHXkPy6ClBHdNb912w9/Ta/TXM/2YvKnDTlIH89ow8EqLaD0QWtCaSvj9K6pysKKhpKhRpXfs+yZf8iXHX/YUlty1Cq5G7VZOv+fkdT02/4yFU11kOwusYdhGzdu1akpOTGTp0KAaDgauuuorrr78egEGDBnHgwAEGDhwIQEFBAUOGDGnVh6qqvZ49sCczFAbTz65yG/d/uYsaR+AmHZcZi2w0o7hsXeqnx1FjydNFIztrKDt8GMXYsyXmIykTZG9hqPiBbLcVT2wexVIeScOuIX77S3i+f47Ks5/q9bGzlj8MgPfcv1NyZKkuQPSpfydtxe1oNzzftM2RdSau1AnE/fQKmsodALiTRgMShpod6L6ch3bxXUhK4D5VNAbkiu0o71xP+QWvompbBvKHgqiDS8jY8zmK1kTRmDvwB3k/9dZ9F8w97fT6ufODH/H6Va4Yl8F1+Zk4Gjw4Gjy9YlN/JZK+PxZ8uxdfs/IE9l0riZt6HSVk8uaag5w/vHslIiLh/EJ1nRVF7VTIhN03uWnTJv7xj3/g8QQ+rMuWLWP48EAE94UXXsjbb7+N3++nsrKSJUuWcNFFXV9hECkE634uqGrg9o+2U+PwMiDRRJROw4+lVuLP+mUIrOwEScITNxgQcTHdJar4ewCc2WcCUD/qBlRJJubAIjT2ii73p3FWo7Ue6rSd7KojbekfkVQ/dWN/hzLkghb77YMvoXTG//Ab4lF0MVRMe4ayC/+HZeLtFF25lPJznuPQNasp/tmXFP/sCyrOehJFa0JSvHjNuVSf8v8o+vk3+EwpRJWuIXPRlWhCvBRf46gkddXdANRO+gt5I0a2qD0TqXEFH24tpdbhZXhqDH+YmifyvvRxGmNh/M1LLKkK9WvfB+C/aw7h8fW9aumRSMg8MdXV1cyaNavp99mzZ6PRaHj99depqqrikksuASA9PZ2HHw68Kf7yl7/kwIEDzJgxA41Gwy233NIiELi/snhXJV5F5awhSdxz/jBKrS5+885WYsZNp2HrYjwV+8Nqnzd+CMbqbejqCnClTw6rLX0RU0lAxDiyAiLGZ87BPmA6MQe/ImHrM1RPeaTN44zlG0hfchM+czb2gTOwDbkCne0wad/9Adljo37MTbjSTsZYsRFHzjk4s6YePVhVSV35J3T2Ulwp46mZdBdZbYzhyjyNQ9esQkJF0R+dDvJHpWAfNLNF24ahV2DPuwjJ70YxHE15X3rR22R8fRPG6u1kf3opxZcvwh+d3s2rFTy6uv2krvwTGlctjsyp1I++Abij18c9XuqcXt7bXALA704fKJZN9wNeXX80FqaRAX9Z1PT/aruHD38s5RcTRSHd4yVkIiY5Obnd5dEPPvhgm9t1Oh2PPNL2F3p/RVVVVhcGAiOvzM9Cq5HJTYjiZydlsHBrKQnn3UzFW38Oq41imfVxoPig5AfQSbjST27abMmfS/Thb4nb9WYgM7KsQ+OqxnLSH0CjR3bXk7rsNjReG5raXRhqd5G4+UlUSUZSA2908TtehiPBrHE/vUrtyX+hbsxvkBQvCVueJfrwN/j1sVSc82yHSd9UvZlgM9eoWmOrKSNvwjCKL/uc9G9+i6liI6krbqdsxpu9mhU4bvt/SdowH0n14TcmUXnWv1pklI5UDwzAmxuLcHj9TB6QQH62qH/U16mwulhRcIwXpg3e+qGI6SNTSRRxT8dF2KeTBC3ZX22n0uYmMUrHiLSjgVOzT87Bb7dgzB6FcWDvB392hBAx3UdXfwCTTqLQorTwXniSx1I1JeCBTFl7Pymr7yFx0xMkbfwHqArJq/92xIuST9n0V7ENuQJFY0RSFSzj5lB82ec4ss/CmX4K1qFXIqkKSRvmk/fGGAa8PZmEH58DoOrMf+Iz5/T6eSrGBCrOfR6fMZmo0jUkbvoX+FvHd8iuWmL2f0rSmvu7nfgvdtdbJK//O6h+rMOvpejnX+OP7hu1hErrnXy+oxwJ+M1pA8JtjqAHaMsL0xZOr8KTy/ajdjPZZSRPj4aSsAf2Clqy+kDAC3NaXmILt3KMQYt14ycknP0r4k69CtfBLeEyUWTtPQ4M1YHg2C3lfsYds882/Fr0dfuJ3/5/OFMnYqz6kfgdL2MqW4eh5icUrYnKs5/CG5eHI+cc5NMeQOOoxJsQqGlVNuNoWQ7HgPNJ3PAP9NZCwIkrZRyW/FtxDDgvRGcK/qhUqs76FxlLbiThx+cxF3yMK3Uiis6Eqo1C46wi+tA3TUHBAPr6QqqmPBK01yZm34ckr74XgOopD2MdOauTIyKrVtLL6wKJ0C4Ykcrg5Oiw2SHoGYL1wjSyprCWr3ZVctGotHbblFtdVEVggHe900uZ1cWINHNY7RAiJsJYc2QqaUpe61U/ti1fEXfa1RgHnBTWYmLe2FxUWYeuoQTJ60DVtV72LmgbQ81PQEDE/PzIw7T5Q7TmlHupnTAPVRdN3Pb/krz+7xhqfsJvTKLi7CfxxuU1tVUMcS28Oc2xD5yBfeAMZJcFjduCNzYvLBlrHTnTKD/3RRI3PY6+bh8xhYta7FclGUfmVNzJY4j76VVi97yDKmvajQs6eqBK/Lb/kLRxPgA1k+5qU8B0lCgs3Nmwd5bbWL6vGp1G4sZTOq+sLYh8gvXCQODjqKrw3MoDmA1azhic1KrN17sreXr5flw+BdPgyTj3b+hpk7uFqqr89fOd7Kls4M1fTiQjNvSrEBsRIiaCqLC5Kai2Y9LJjM+Ob7Vf9Tiwbf6CuNOuJu6UK8Ng4RFkHd7YAejrCtDV78eTPDZ8tvQxmkRMWfuvaqou8EZeP+bXaJxVaFwWak/+M35TcpfHU4wJKMbwupzteRdiHzgdY/lGtI5yJK8D2edElWTsAy7AH5MJBARPxuJfErfrTRryZuLKPK3dPmN3v9UkYKpPvZ/6MTeF5Fx6ilqHh4cW7wbginGZpJkNnRwhiHS66oVRVZAlcPkUHvhqN5eNTeeGybkYdTLrDlr4bHs5W0uOFmVNOPe3OA9u6bEppCKLE6NOJiWm6/feyn3V7KlsICFKR1KYY3qEiIkgNhXVATA+Ox69tu1wJdumzwPemLzx+BU1bCnIPfFD0NcVoK8rECImWFQVfTNPTCND2vDIACBJ1E4OYSbf3kSScWWc0mETV8ap1I2bS+LmJ0hZfS/l5/8fkuLDkzC8hRfJULWN5LWBxQCVZ/4T27CrOx2++bUNdxyB0+Pnwa92U9XgYXS6WXhh+gld8cI0Z3hqNAXVDj7dXs43u6vwqyruI8uvjTqZP0zJ4+NtZRwkg9iTL8e67oOg+rW5fGwurqOkzkWd00NitJ7UGANmg5YV+6tZvLMSvVZmAkapCQAAIABJREFUztQ8Lh6dFvSyflVVeWHFAQCuzs9q91kVKoSIiSAaRczEnNZemEb8dgu++gq0cWmMmTAOb01RWNziooZS19E2lKDxWKm0K5TawlO5OtKxjPs9Mfs/QV+/n9yF5wJgG3QJ1ac/TPTBLzGVriGqdDWS4uH5jR7mPngzBUWdi5hIocji4P6vdnOo1klKjJ4HLhwhSgn0AxRVZUVBDRISui4swlNVKKxx8u8rx/Ly2sP8cOQZMCwlmvNHpHLBiFRiDFoy44zc9elPxJ12NQ1bv0JxtZ9ortbu4cnl+1l3sLap9lZbyBK4fQpPLt/PN3squWxsBvEmHS6fgsvrx6CVGZlmJjH6qKelxu7hu71VbC2qw2zQcsmY3k+d0BlCxEQIiqqyJQgRA+Ap3482Lg192mC8NUWhMK+1DSK4t8vog5hKOuHRGKg6YwHp3/wGRReDxmXBfOBzYgq/RFKPeq+caZO4fcnSpt8jKVi3LeqdXt7ZVMyn28vx+BVyE0w8dNGIFg8IQd9FliQ++vVkvErXP9s6Wcak17DgstEUWRyYdBqSj5nimZATj7NwM6a8CcSMm4F1/cI2+9pdYeP+L3dTbfcgS5CfFcfQlGgSonTU2L1UNrixu30kROmYfXIO+6rsPL1iPzvKbOwos7XZZ1KUjlSzkRqHh0rb0TJAV43PxKQPfzV1IWIihP3VdupdPlJj9GTHdxwk5anYT9Tw09GnD8G+c3loDDzWBuGJ6TKN8TBbK/ydtDyxcaVP5uDsbQDoa/eQ/vWv0DWU4Eoei3XE9biTx+BJHIlnTkq7fbQ7RRcGau0e5n6wjTJroObUecNTuO2sQUTpxddvf8Kk12Di+B7qOQntL5J4+tZZ3P35TswTL8G68ZNWlbA3HrJw/1e7cfsUxmTEct+M4SR1IpJzEqI4dWACX++u4vv9NQAYtDImnYzV5WNXhY0ah7ep/I1RJzMuM46Lx2VwWicv26FCfIoihM1HvDATcuLbnZts/EIee9b5AOhTB4XGuDbwHik9oKs/CIoXZF3HB5zoqCrRh74BYENJ90VMJD2cQ4EncTjFVyxGayvCkzgqLCusjgePX+Gud7ZQZnUxODmaP50zhGERUqBQ0LfIiTciS6A1JxE9YmrTC6zHr/DFjnJeXH0Qn6IyfUQqt08bjC7IacoovZbLT8rg8pNa51byKyrVDW4qbG5iTTpy4k1oZCmialR1ScQoisKyZcvYv38/F1xwAYmJiVitVrKzRerk42VzUSAKvbOpJKCp7IA+LXwiRtVF4Y3JRtdQjM56GG/8/2fvvsOjKtPGj3+npveQBBJIICGAFKlS7CJSBAsusKs0ZXf5vZZ13dW17C6+umJZ64tlXRUBu4trWQu4ghSlFwUhUkKAkATSezKZdn5/DAkJaZNkzrTcn+vKleTMOee5z8lk5p6npnosFl8QeHobASUZWIN68MURx9+vreG/4hy7MRxzzOBWH/fW+6coCs99m8ne7DJ6hBp5YsYF7X4yFqI1q3adaujjEnn5AswFWSx7/xvmv72nYR6ZXwzvxf+7OMVla2/ptBriwwOJ9+AQ6vY4ncScPn2auXPnkpfnWNDtggsuoKioiMWLF7NixQqGDRumWpD+Lq/cxL6zQ+mcmXbcVl2KtaoEfWg0+ojWJ0lSmyUy1ZHElGVKEtOOyLPLAVQMmofZ9r+eDaabc1ct1vt7cvnmcCHBRh2PXTtIEhjRafULSgKYcn8mMHEQSb9+hSfXHQWgb0ww88b05rLUmG63eKjT3eIfeughTCYTt99+e8M0yVFRUQQHB/P000+rFqC/UxSFlzZnYbErTEyPdWodjcxTpUwYfHYl6YQ0tUNslfSLcY6h/DjB2eux6wKoGHSLauXINOTeYc+pMh7/7xGWbz+JBnj6pmGk9ZAmJNF5K3eeG75d8MGfqT68BbsCEYF67puYxmu/HM7labHdLoGBDiQxP/zwA4sWLeJXv/pVw7bU1FTmz5/Pzz//rEpw3cH3WSXsOFlKiFHH/7u4b/sHnNW/h2NCNGO852pAJIlxTuSPL6FBoSr1+k5NWCda1lKNSuap0iZf7vbh3hz+9NlB1h8pBOB/LunLxEFxbo9D+I/6Wpj6SfQUq5miz57iz9eks3LuSKYMiu/WK5873ZwUFRVFXl5eQ6ZX//3AgQOEhMiaH51xrKiaZ751VAcuGp/coeGW6Wc/2QX0GqhKbM6QNZTaZyzOIOzov1G0BkqH3+XpcLrs/I7F3a2jcVs2Hi3ita0nAZg7OonJg+LoFRHk4aiEr2tcCwOQfP8X6LSwO7uMq9JbH6HXXTidxIwfP553332XnTt3otFoeOGFF1iyZAl5eXn84hcenALfR+WU1fLAfw5SVWdjQt9opg/u2KRBFyZGoNhtBCRdQFWdldAA9w80a6iJKT/mmLWpG38aaE3MrifRoFA2aC7WcHVmZvVEE5I0WzX1U14FT647AsDiCSnMHpno4YiEPzi/FqaezQ4bjhayYGyfbr9khdPNSffffz+jRo3iyJEjKIrCTz/9RG5uLqNGjeJPf/qTmjH6ne+OFXP7v/ZRUmNheGIEf508oMPLB4QF6qk7dRCNTs+ubM98CrYHRmMLjEZrqUZXfdojMXizgML9BOdswm4I9YtaGNGyU6U1/PXLn7HYFK4bmsCsEb08HZLwE20tZWBTFFbuOOnmiLyP0x/fIyIieOeddzh06BBZWVkEBgbSt29f+vZ1vh+HcFQ5/+3rwwBc3C+aB67u3+m1J2qO7SIweRjbjpdyZX/PVCuaI9MIOrMTY9kxakPlxbuxoNzNAFSm3oA9qPkKtWrxlyYeZ67D08PUFUXhkTWHqayzMi4lijsv7dctO1cK12tvQUmb3fF+svCiPl49BFptHXr33LNnD4cOHWLatGlcddVVrFmzhh07dqgVm9+pNdt45fvjACwc24dHpg7s0qydtZmOe7/zZCm2thbJUJF07m1dUN42AGrPW43ZU51OfZU3j7o6lF/F8ZIaooMN/KUTNapCtMaZBSVtisLKndluisg7OZ3EfPvttyxYsKBJ0vL9999z66238u2337ZxpKj3wd4ciqvNDIgL5ZbRSV3+xGYtzcNSkktlnZWDZypcFGXHSOfeVtjMBObvBsCU0PbqzS05/43b02/kzpbvqjg7eg5PJYbfHnWMQrqyfyxBHVn5T4g2tFcLU6++Nib/7JIW3ZHTScxLL71EQkICs2bNath29913k5SUxMsvv6xKcP7kTIWJD3/IBeCOS/u6bEhc7bFdANz6h4dccr6OkpqYlgUW7kNrM2GO7I8t2DNNfZ5OfFyt/nq85bpsdoUNZycgk1EiwpWcqYWp191rY5xOYrKyspg3bx4jR45s2DZ27FhuvvlmsrKyVAnOn/xzywksNoWJ6T0Y3DPcZeetX8VaH+GZF9GGNZQkiWki8PR2AGp7jvNwJO7hLYmFO/2YW05pjYVeEYEMkPWQhIs4WwtTr7vXxjidxERGRrJ582Zqa2sbtlVWVrJ+/XpCQ+UfuC0/5pSz+VgxgXotv5mQ7NJzWysc1dm6MM9MomYN7YVdH4zeVISuptAjMXijoIYkZnw7e4q2eHPfoW8OFQBwVXr3nClVqKMjtTD1unNtjNNJzC9/+Uu2bNnCuHHjmDp1KpMnT2bChAns3r2bm266Sc0YfZrNrvDyd46aql+NSqJHqGvH9NsqHcun6z2UxKDRYkoYA0DIya89E4O3sdU19IcZNnWeKjUU55/T3W/23b1z8smSGtYfKUSrgWsGyIy8wjXsisKmzGI0aDDonP/SoGHj0WLsHUx+/IHTQ2N++9vfUllZyTvvvMPx444RNnq9nptvvpm77nJuDgyLxcJzzz3Hm2++yaZNm0hIcEzw9vLLL/PFF19gt9sZNGgQf/vb3wgLC+OVV15h1apVREWde8H++9//7lOLTX70Yy5ZxTUkhAWoMn/EuZqYHiiK4pFPhJWpNxCcs4nQY59RMWiu28v3NsG536O1maiLvoDCmu1dOldLyYq7E5ju1kzkjDe2ncSuwIwhCSRGyqy8wjW0Gg0fL7oIi93JtqRGDFptt1x+wOkkRqvVct9993H33Xdz8uRJbDYbvXv37tCSA7fffjtDhgxpsm3t2rWsXbuW1atXExwczB//+EfeeOMN7rnnHiorK7nttttYvHix81fkYmarnXd3n2LWRX0I7eDwybxyE6t2Ovqs3H1FKgF6145eyDzlGFp99fPr0AYEU1VnIyzQ/TP3Vidfg10XQNCZneiq8rB18/liQrM+B6Cq37VA15IYX6bWfDUtJXLutD+vnK3HSwg0aJk/prfH4hD+KcioIwgZ6easNpuTdu3aRVFRUcPPu3btYt++fZSVlVFZWUlGRkbDdmfccccd3H333U22paam8sQTTxAaGopWq2XEiBEcPepYT6iyspKwsLDOXJfLHMqv5J3dOfzm7T1UmqxOH6coCi9sPEad1c7E9FguSnb9i25+hYlZb+7EWun4GxVU1bm8DGcoxlBq+kwEzr2Bd1caq4mQk98AUNV3ulPH+FLTjNqx1ncQbq8cT96vf+11jDKcNTyxQ+udCSFcr82P7fPnz+exxx7jpptuYt68ea02VWg0GjIyMtotbPjw4c229e/fv8nvmzdvZswYRx+LiooK1q1bx0cffYTJZOK6665j8eLFbm0yGdwznAsSwsg4U8mLm7N46Jp0p45bd7iQPafKCAvQ8z+XqDOr8cqd2VTUWbFVFkFsHwqr6kiN9cxinFX9riP0+FeEHfsP5cM8V3PmaUE5m9BaqqiLGYI1IsXT4XSJNCM1V1BZx46Tpei1Gq4f2rH1zoQQrtdmEjN69GhiYx0dRusTCzX94x//oLi4mHnz5gEwatQoDAYDs2fPpri4mAULFpCQkMANN9zQ5DiNRkOiikMcn5tzITe+so31Rwq5clAcvxiV1Ob+JdVmXt16AoCHpg1kSEq0y2PKLatlU2YxinKuX4xF5fvQpugZKJv/QEDxARKDKiGsZ6dOY9TrPHcNLmDY6ujcrB02s8l1pPWOorbO0uXzNz6ns/eptf06c687U2Zn/p5tHePJ58fHB85gV2DK4Hin/699/TntS+Reu4e77rPWiS4cbSYxb7/9dos/q+HZZ59ly5YtLF++nODgYAAWLFjQ8Hh8fDxz5sxhw4YNzZIYRVHILahSLTYD8ODUASz5TwZL/nOQ2lpLi5NbVZutfLAnl7U/51NWY2Fk7wjG9ApXJban1h3BerbzV/0IpaOnK1S9D+1JSBhPyKn1VOxbQ2X67E6dIzEu1KPX0BWGsmP0PvQfAPJ6TMJ63nUEBRi63AzS+N4EBRiAc00rra0j1Nr97My9Pn//1sqsj62t8jtSTuOyPPX8sNkVPtzl6ON2VVqM03H48nPa18i9dg933We7XWk3kXF6iPWIESN49913uxxUS1588UX27t3LW2+9RXT0uU83mZmZ1NWd6+ehKAp6vfs7rgLMHt2bW8f2wa7AE98cYfd5K0dXmCzc+8kB3tuTQ0mNhb7RwfzxyjRVmr7OX57dVumoickurW3jKPXV9L4cgOBTmzwah0coCrHbHkZjt1CRPgdreJ8Wd3NHE41a/VY81Q/FG/oL2RWFN7adpKjaTGJEIMMTIzwdkhCCDiQxl156KTt27EBx8Tj0gwcP8umnn/Lqq682mzTv0UcfZeXKlQCUl5fzySefcMUVV7i0/I6YO6Y3vxyZiF2Bx74+Qm6ZI2koq7Vw76cHOVJYTc/wQJ6/cQiv/2o4CSqtLLpyZ9PJkKwVjo69/13v2TWsapKuACAo7zuwO98J2h+EnPiK4NzvsAVEUDzmfk+H43c8lciYrXa2Hi/hwf9k8K8fctFqYNH4ZJncTggv4XS1RkxMDGvXruWyyy4jPT2doKBzcyNoNBpefPHFNo8vKipi7txzc4jMmzcPnU7H6NGjqaysbLImU2JiIsuXL2fp0qUsWbKEjz/+GK1Wy3XXXcf06c6N+FDLovHJZJfWOl7YPs9g0fhkVu3M5mRJLUmRgTxzwxCXT2jX2Pm1MICjYy+gD48lv7KO+DD1ym+LNTwZc3gKxooTBBbsxW4MxxzZH7T+PVxQY6kmdvvfACgZ/SfsQTGdPpc3dqb1hpoQTyirtXD3v/eTU+aYzj0sQM9fpwxgVO9ID0cmhKjndBLz/vvvN/xcWNh0enlnPpXExsaydu3aFh977LHHWtzeu3dvVqxY4WyIbqHVaHhgUn/u/ugnjpfU8OjawwAkRwfxzPVDVB9y2dKU1PVDrHVhsazYfoIHJg1QNYa21CRdgTFjJb2+/BUaxUptz3HkX/kitmD1ZjU1lB+nx/cPYCjPArQUj/0zVanXqVbe+aJ+fAl99WnqYoZQMeBXbivXG3V2Dhe15pTpLLPVzpIvfyanzESviECmDIrjmoFxqn5AEUJ0nNNJzOOPPy5VqGeFGPW8NGsYn/50mg/35tIzPJDHZ1xAZJCh/YO7oLWFwRRzLfa6arQBIWw8WsStY5OJV6kpqz01yZOIzFiJRrGiaA0End5O0qfXcubq17GEp9Bjy4MougAKJzyGYmy/d7ux6Cd6bP0rVX2vpXzIr+G856CuKo+ea27BUJXbsC1u0x+wBsdhcsPii4ayTCJ/eh2Awosfa6h1cnWNSlfe3OvnXfFG3ljzBLBs8zEOnqkkLtTICzOHEiPzwQjhlZxOYqZPn47Vam0YOdTdBRp0/HJkErNHJAK4ZbrnthYGs1YUYewRgk1x9Jm5/2rn5rNxtdrES8ib8ha2wGhswXHEf3sXQWd20OvLOVhDEjBWnADAWHqUkpG/R2M3YwuMwRLRr1ltjaH8OL3WLkBnKiaw4AcMldkUjfvfhkRBYzXRa81cDFW5mOJGkn/lMiIOriDywHIS1v2WnOs/xxru2gU3m1AUYree68xbFzei2S6tjd5xlrcmH/5s76ky1mQUYNRpeWz6BZLACOHF2u3YW11dzT333MPIkSMZPXo0CxcuJC8vzx2x+QStRuOWBKa95dnrRyjZFc8vy16bdDnm2KHYguPJm/YuFemz0NpMGCtOYI5KxxKeTEDxAXp+82sS1t9O4pdzSH5/LBH7X2s4h74yh55r56EzFWOKHYqiNRKR8RaR+//RsE/Y0X9jLD+GOSKV05NXYg3rTfFFf6a6z9Xo6spJWPf/0FjVuw8hJ74iOO97r+3MKwlQx9VZbbyw8RgAc8ckeWzySCGEc9pNYl555RXWrFmDzWZDq9Wyfft27r33XnfEJhppb3l2a9mZhp+9all2rYHCS5+maNz/Uj7wFnKnf0TujI+pSJ9Nde8rqUqejCluBBrFTuzOpeg3PkZw9noSv/gFhspTmHpcSN61H3Jm0j8BR/8TXfVpsFuJ3P8qACWj/oA94OyQV62OgiuexxyeQkBJBrFb/9LlS9BYqjGUHnH8bDURted5emz6I7FbH3aU38XOvP7Al5ZOaI2iKPxzywlyy02kRAc31LIKIbxXu81Jn3/+ORdeeCGvvfYaISEh/P3vf+ftt9/m2LFjpKamuiPGbq+9Wpjk+7+gZP3rDb/b7I7amIUX9fFI35hmnTQ1GsqH3Npkn8LLnm7ye9jhD+nx3f3otz5P/Vy/tfFjODP5TRRDCDW9r6IqZSqhJ9YQs2MptYmXYqjMxhKeTHXK1CbnshvDyZ/4Kon/uYHwI6upTJ+DKeHcjNPaunJHLU5JBiWj78MWHN/qtRiLfybhm19jqMqhqu809FV5BBb+2PD4njwbF02+iyPZXV+9u3GTk68nBL7og725fPbTGfRaDX+4MhWDzukZKIQQHtLuf2lRUREzZswgIiICvV7PvHnzUBSFgoICd8QnaL8WBsBaerrJ795QG1O/mJ8zKgfM4cyk17GlT6M2bhTlA+dyeurb2I3hDfsUj30Iuy6AsKzPifvuTwCUDvt/LQ7hNscMomzobwCI3P/Phu2BZ3aR/P44Yrc/QviR1fT47n5o5d6GHP+KxM9vxFCVA0Do8a8ILPwRS2gShRc/TuGEx7jugxrsrp06SXjADzllvLHtJBrgwUnpDO4Z3u4xQgjPa7cmxm63Exh47tN8/fwwNptNvahEA7uisCmzGA0aDG1Mt2IpO9dPyaDToCiw8Wgx901U3NJnxxVqkidhGXMjea1MZ20N60Px2L8S+dNraM2VmCNTqUqb2er5KgYvJPKn1wjJ/gZD6VEskWnE7HwcrbWG2vgxGEsPE3JqA6HHPqMqrdFSFoqdqL3/R/QPLwBQmTaT0hG/I2rvC2istRRe8kRD81Fe5e9cdwP8RGudmb1tGHVjW7JKAJg1ohdX9I/1cDRCCGc5NTqprq6OqirHG0v9d5PJ1PAz0Gy2XeEaWo2GjxddhMXeSlvSWSOfykdR7Oi0Wt5bMAq9VotBq/WZBMZZFRfMo+KCeU7tawuKpbL/LCIOvUPUvleoSJ9FYMFebAGRnJ6yitCsz4n77n5it/0vdTEXYIlyjOiK2bGUyANvoGi0FI95kPKhvwGNhoIr/6/VsjzxBu2NyUBLvHUYdWMZZyoBGN3H+2MVQpzjVBLz2GOPNZmQTqPRcNdddzX5PSMjw/XRCQCCjDqCaGfWW5sFW0URmog4asx2kiJlUi6AsqG/Ifzwe4Rlfkxw9joAygffhmIIoTJ9DqHHvyI4ZxOJn99E8UUPYajMdiQwWgNnrv4nNX0mevgKmvOV5KU13lYjU2e1kVlUjQYYGC8fxoTwJU71XFMUpc0vezu1BMI9LGf7xeSWe254tbexRqSQf8Uy7PpgdOYK7IZQygcvdDyo0XDm6teoSpmCzlxB3PcPELXvFQAKLn+2zQSmvdqF80frdOQNW4039470T/IET45uOlJQjc2ukBITTIjRMwvMCiE6p93/2EOHDrkjDuEC1tI8SLmQvLJaSPbeNyx3q06dQU7MIKL3PE9VypRzw7EBRR9I/sR/YDqwnMD8PWgUG5Wp11Pdr/U1uuqTAW9OCoTzMs5UAHBBQpiHIxFCdJR87PAj1rOdez1VE+PNb+qWyDTyJ77c8oMaLeVDf+Po+yJcpquzFbtLfX8YSWKE8D0yEYIfqW9OypPmJOEDvCG5URSlIYkZLEmMED5HamL8SP1cMTlltR6OxL90pCNqW/t6S0dWcc6ZyjpKaiyEBehJigzydDhCiA6Smhg/Ur/0QE5JFTY/moGtcadUb++gKlrnjUsTfHPIMWnniKQINH42HYEQ3YEkMX5EsdZhrSxGo9NTWFXn6XCE8GpWm50vDuYDMGNIgoejEUJ0hiQxfsZeUw5Ahcnq4UiE8G5bjpdQXG2mT1QQI5Ii2j9ACOF1pE+Mn7Gbzs6sXOfeJEatJp7u1HTk6qYWRVEISByIPiqR6oyNYJelQhr77CdHH7Lrh/aUpiQhfJQkMX6mPompdGMSIwmM9zleXM0jaw6TMPcZAObe+wT3XpXmkVi8rR8MwMHTFezLrSDIoGXSwB6eDkcI0UnSnORn7HVnk5hONCe5qtOsN3bgdCVvvz5FUXh+wzFOldUSE2wgQK9l7c8FfLA319OhAZ5PahRFYfm2kwDMvLCXzNIrhA+TJMbP2Godc164syZGeJdtJ0o4eKaSyCADK+eO5MFJjoUtl287KXMIAbuzy9iXV0FYgJ7ZIxI9HY4QogvkI4if8VSfmLak9Y5q9um7M4sAerp5ydsWLmyJza6wfFs2ALeMTiLYqOfS1BiuSIthY2Yx206UcNOFvdo8h6fv8/n2nipj3eFCAg1a9FotdkUhOTqIy9NiCQ80dOhcdkVh+XZHLcyvRiUSGiAvgUL4MvkP9jMd6ROj9pty5qnSTr0hetubqDO8YYp9u6Lw3IZMTpTUkBAWwPRGw4bHpUSzMbOYHSdK201ivInNrvDUuqMUVZubPfbS5uOMTYnimgFxjEuJQq9rv2J5c2YxRwuriQkxcsOwnmqELIRwI7cmMRaLheeee44333yTTZs2kZDgeJF9+eWX+eKLL7Db7QwaNIi//e1vhIWFYTabeeSRR9i9ezc6nY5f/vKXzJ8/350h+xx7XTXQsZoYX0wafKFWxJ0UReHZbzNZ+3MBAXot903sj7HRm/pFyVFogP255dSabQQZdZ4LtgN2Z5dSVG0mISyAWSMSMdvsoMDuU2X8kFPGlqwStmSV0CPUyIwhCYxMiiQxMhCrTSEiyIBOe27Ukc2usGKHoxZm3pjeBOh94x4IIVrn1iTm9ttvZ8iQIU22rV27lrVr17J69WqCg4P54x//yBtvvME999zDypUrKS8vZ82aNZSXl3PTTTcxYsQIhg4d6s6wfUpDTYwXzxPji0mTt8s4U8nanwsI1Gt5bPoghp8370lEkIFBCWFknKlkT04Zl/SL8VCkHbMmwzGj7rWDE5rUnMwemUhRVR3fHi1iTUY+2aW1vLk9mzfJbtgnISyA312RytjkKKw2O2/tOkVOmYnEiECmDopz+7UIIVzPrUnMHXfcwfDhw3nllVcatqWmpvLEE08QGhoKwIgRI9i+fTvgSHB+//vfo9VqiYqKYsqUKaxdu1aSmDbYvbxjb2cSmM42S7mKNzQVteerDMfMs9cP68mIpMgW9xmXEkXGmUr+8MT/sfP1R90ZXqvaqkkrrTGz9UQJWg1c08Iw6NjQAGaPSOQXw3uxK7uMzZlFZJyppKTGjKI41kV66PMM4sMCsCsKhVWOJqlF45OdanoSQng/tyYxw4cPb7atf//+TX7fvHkzY8aMAeD48eP06dOn4bE+ffqwadMmdYP0cfU1MRlHj5HW+0ppbukGquqsbDhaBMC0C+Jb3W9schRvbs8mqN9o0vrEgGJv8vzwtiTtm0OF2OwK41OiiA0NaHU/rUbD2OQoxiafi99mV/j3j3ms2pVNfqVjCY6kyEB+MyHFZ2qhhBDt86qOvf/4xz8oLi5m3rx5AJhUEV+oAAAgAElEQVRMJgICzr14BQYGUlvbfIVmjUZDYlyoqrEZ9TrVy+iK2joLACER0QBoAx2xdibmrl5nS8e3ds7ztxtb6KfQeJ/66wwKMLR5XleoL6O+zJbiaW2bO58r7+/Mps5qZ2zfaMamtz5xW68eIVjKzmCITCCw9xBM2fvbjPP863al9s5tsyt8cbZ2ad6ElE7dz3umDOCOq/tzuryWCpOVgQlhGDxQA+Ptrx3+RO61e7jrPmu17c+k7TVJzLPPPsuWLVtYvnw5wcHBAAQFBVFXd24hw9ra2obHGlMUhdyCKlXjS4wLVb0MV6jv2KsNCAaNtlMxd/U6Wzq+tXOev72lf4zG+5y/vzv+Jq2V2biZq/E2d8UFjpln/7EpC4Cr+8e2W271wQ1EXvwrQgZfiSl7f5v7e/L5/n1WMblltfQMDyQtMqhLseiBaIOOguIa1wXYAb7y2uEP5F67h7vus92utJvIeEXD8IsvvsjevXt56623iI6Obtjer18/srKyGn7PzMwkLc0zU6f7DMWOva4ajUbrSGQ6wduaFUTL/v1jHnf/+ycKKuvoFxPsVDNJdcZGAIIHXIxGb1Q5ws77eF8eADcO69lkhJEQQjTm8STm4MGDfPrpp7z66qsNnXvrTZ06lffeew+bzUZBQQFff/0106ZN81CkvqO+c299k1J344rlE7w9kTtTYeL1bSdQgF+NSuKlWcMw6tv/d7aW5FKXdwRtQDBBaRe1uI+nl1U4VlTdsK7RZBlFJIRog9uak4qKipg7d27D7/PmzUOn0zF69GgqKyuZNWtWw2OJiYksX76c+fPnk5WVxZQpU9DpdNx5550MHDjQXSH7LJupCj3qJTHumqNFOiW37vWtJ7DYFCamx/Lr8ckdOrY6YwMBvdIJGXS5StF1zc6Tjr/7Vf17yIy6Qog2ue0VIjY2lrVr17b42GOPPdbidoPBwNKlS9UMyy/ZTWf7xbSSxKhVy9Adkw5PXPP+vHI2ZhZj1GlZND7F6ePyKxzrJtUe2wVXL8bYM90rJw3MLHS0tQ9KCPNwJEIIbycfc/xQ/UrWvtCc5I1voq3xhhgLq+p4bO1hAGaP7EV8WOtDj8+3cqdjIjhrWT72uhr0YTFogyOx15SpEmtnHS10JOFpPUI8HIkQwtt5vE+McL36uWK0gU0/yZ7fV8TTfR9Ex5gsNv7y5c8U11i4sFc4c0f3dvrY/AoTG8/OJQMK5oLjABjj+qoQaefVmK3klZvQazWkRHeuY7oQovuQJMYP+ULHXl9JoLwpxuXbT5JZWE2viEAenjqwQ3OerNyZjU1RGn43FzhG/TVOYrzhb5JVXIMCpEQHe2ROFyGEb5HmJD90riamY0mMp6f3b4un31w97eDpCj7ZdxqtBpZMGUBEkMHpY+trYWx2SL7/CwCK1ywDwBjXT5V4OytTmpKEEB0gSYwf6mwS01HemvDU86X+Nm0x2+w8822mYzj1yCT69+jY33XFjqa1MAAxU38HgCHeu5qTMoscz920WElihBDtkyTGD3W0Y6873+R9PaHwhH//mEd2aS29I4OYN8b5fjDgqIXZlOmohWmJIToJjd5IfoWJ+PBAF0TbNedqYry3KVQI4T2k0dkPNdTEBLj+jUDN2pe03lEN6xUJh+JqM+/uPgXAnZf1c2pCu8ZaqoVpTKPVYYjt0zByyZOsNjsnzi4N0C9WOvUKIdonSYwfqu/Yqwtyz6dZb+gQ6q/e2HaSWoudCX2jGd0nskPHtlcLU88Y14+NR4sa5pHxlBMlNVjsCokRgYQYpZJYCNE+SWL8kLv6xAh1mSw21h0uQKuB/7kkpcPHt1cLU8+YkIZNUTxeG/NTXgUAF8gkd0IIJ0kS44ds9UOsgyJQnHgTEy3zdO3SsaJq7IpjuHGviKAOHetsLQxAQNIFZD0x3eO1MfvOJjHDEiM8FoMQwrdIEuOHFHMNtuoytMZABg7u7/WjiNTWmQUhPZ3AABw6u9R9elzHa9ScrYVRrGaMPVLQBoZ6tDZGUZSGmphhvcI9EoMQwvdIEuOnLCU5ABhiOjaaxdWkv0znHc53JDED4zuWxNgVhU2ZxWjQYNC1/mXUaak7fQSAgMQL0KBh49Fi7B6ovcsuraWs1kJMsIHECM+PkhJC+AbpPeenLMWnCOw9BENMb0wnfmzymCQVrfOmuWWOnK2JGRDXsT4iWo2GjxddhMXedltSz9gQBl33PoG9hxDQezCrbxuDQatFq9F0OubO2n+2FmZoYgQaD5QvhPBNksT4KUvx2ZqY6CQPR+LgTcmBL6iqs3KqrBaDVkPfmI4PNw4y6ghC1+Y+kcFGTDkHiQACew8mPNBzw9v355YD0pQkhOgYaU7yU5Zix9winm5OEp1ztNBRC9MvNkTVNYTqcn9GsdswxqdRa7GpVk5bbHaloVPvhb2kU68QwnmSxPiZ+j4o9UmMPsY7amLa48rOx/7QD+dwfVNSB/vDdJRirsVccByNTs+OE565Zx/vy6O42kxCWAB9ojs2CksI0b1Jc5KfslUUYTeb0IdGowlwzTo07hrl5IkExNtGcNV36h3QiZFJHVV7dDsBCWk8/s0RKusszBjSs0vnsysKlSYrQUYdxnZqkU5XmFi5wzEi6q7L+3mkP44QwndJEuO3FCwlOQQkpLmkScnb3uR9vaalLVabnR9yHH1EBqs88VvmqVLS+sSgCQgm4qKZvLAxC5sdbhh2LpGx2RXyK00UVZuJCDQQEWRAAxzKr2RTZjGnymopr7UQbNQRbNRxrKiaqjpH01RogI5+MSGOr9hg+sWEkBITTJBBh8Vm5+l1RzFZ7VzZP5ZxKdGqXqsQwv9IEuPHrA1JTJLXJSFq8YcOxPvzKqiss9InKojeUW5YQ0ixU7bhTR7+0328sPEYL23O4lB+JT/klFNSY8beiRHXwQYddTY7VXU29udVNIw+AtBqYNKAOKx2O/vyKogKNnD7pd61mrYQwjdIEuPHGkYo+Ujn3sxTpSTGhZJ7tj9Id/VdVjEAl/SLcUt5jRO+8loLK3Zk883hwib7xIUaiQkxUmGyUmGyAhAbauTK/rEM7RVOZJCB6jobFXVW+kYHExcWgKIolNRYyCqqJqu4mqziGrKKqjlRUsPXhwoACNRrWXrtIKKDjW65ViGEf5Ekxo/JCCXfY1cUthxzJDGXproniWnsltFJBOi1lNSYuTwtltTYEPRaTafmbtFoNMSEOJKfMcnnagJzymr555YT7M8r54Gr0xkQL2slCSE6R5IYP2YtOwOAPiy2w8e21izT+Pfu0kTlTj+fqaS4xkJcWAD9e7imQ3ZHaDQaZo1IVLWMpMgg/nbtIBRFkYnthBBd4tYh1haLhaeeeooBAwZw5syZhu3FxcXceuutTJo0qcn+r7zyCmPHjmXKlCkNX/v373dnyD7NVlUCgC5UOkz6iq3HHX+zS/pF+/0bvL9fnxBCfW6tibn99tsZMmRIk21lZWXccsstXH755eTk5DR5rLKykttuu43Fixe7M0y/YaspR7Hb0IVEglYHds9MZiacd+C0YwXy0b0jPRyJEEJ4P7fWxNxxxx3cfffdTbZpNBpeeeUVrrrqqmb7V1ZWEhYm7eWdptixVZcBoAuRpp/OrGbtTja70jBT70DpJyKEEO1yaxIzfPjwZtsiIiLo169fi/tXVFSwbt06Zs6cybRp03j11VdRPLDCri/rapOS2m/8nRkKbbbaOVXqmJvEnxwvrqbOaqdXRCARQZ5bx0gIIXyFV3fsHTVqFAaDgdmzZ1NcXMyCBQtISEjghhtu8HRoPsNW7UgS/KVfzLu7T7FiezYKEBag570Fowg2uu5p7Mn5ZX4+O0vvIJWXGhBCCH/h1UnMggULGn6Oj49nzpw5bNiwoVkSo9FoSFR5enajXqd6GWqwVTmG6zZOYrpyHS0d25HztbVvYlxou/f5v4cLUQCDTkNlnZXTNRYuS2refyQxLpTaOkdNTVCAodljnYlPbdnlJgDGpsa6JQ5ffU77GrnP7iP32j3cdZ+12vY7/3t1EpOZmUnv3r0JCAgAQFEU9PrmISuKovoEab46CVt9c5K+URLTleto6diOnK+tfXMLqtq8z8XVZnJKawkyaJkxpCf/+iGX9Rn5pEY2XzSwvXI685ja9px0/K16hhjdEoevPqd9jdxn95F77R7uus92u9JuIuPVq1g/+uijrFy5EoDy8nI++eQTrrjiCo/G5Gv8aZh1xhnHyJ1BCWGMTIoAYF9ueZfO6S2dfavNVrJLatFrNaTFun9+GCGE8EVuq4kpKipi7ty5Db/PmzcPnU7H4sWL+ec//4nJZKKoqIgpU6YQHx/PqlWrWLp0KUuWLOHjjz9Gq9Vy3XXXMX36dHeF7Bf8KYk5eNqx/s7ghHCG9AxHq4EjBVVUm62EuLBfjCcczq9CAVJjQzDqvfqzhRBCeA23vfLHxsaydu3aFh+78cYbW9zeu3dvVqxYoWZYfq8hiQnxfBLT1U6zB8/WxAxOCCPIqGNAXCg/51dx4HQlY5M9X5vSFfVDqwdIp14hhHCafOTzc95SE9PVBMZstXO0oAoNjuYkgAsTHU1Kd/z5Ua9pFuqs48U1APSLkaYkIYRwliQxfq7prL3e2eSSeaq03STnaGEVFrtCSnQwoQGO66hPYgKTh6keo9pOlDiSmL4xwR6ORAghfIckMf6uyay9rp3K3pnkw1UOnO0Pc0HPczPZDu0Zjr2uhoCe6Rh7DWj12PPj9LZaG5td4WRJLQAp0ZLECCGEsySJ6Qa8pUmpK37IcYxCGtorvGFbkFFH5d4vAYgYP8cjcblCXrkJs81OXKixoZZJCCFE+ySJ6QZ8fdZes9XO/jxHTcyo8ya2q9j1CXazieC0izDEtbx8hbc715Qk/WGEEKIjJInpBlqatbc17mwictaB0xXUWe2kxoYQHWJs8pi9toKqH9cA0OP6+zEm9O9UGZ687uPF1QCkSH8YIYToEEliuoFzs/bGeDiSztl9ytGnZ1Tvlvv0lG9fjbnwJIboRBLmPUPCvGd4besJasxWd4bZafUjk6RTrxBCdIwkMd2AtfQ0AIYeyR6OpHP2nE1iRvdpOYmx11Zw5q17qNj1KQABvQby4d5c/vLFz9RZbQ37eWMtEzRKYqRTrxBCdIgkMd1AXd4hwPHm7i1qLTZsdqXd/UprzGQWVmPUaRnaM7zV/RSrmdJv3+A/iyfwxIwLiAkxsi+vgns+PsD/bTzG1uPFrgzfZcxWO7nltWg10CdKkhghhOgISWK6AWvZGWzVZehCItFHJng6HE5XmJizYhfz3t7Dt0cKsSutJzNfHMwHYFivcKem4w8N0HNRchR/v34w4YF6DhdU8Z8DZ3hkzWEKKutcdg2ukl1ag12BxIggWW5ACCE6SMZzdhN1eYcJ7j/WK2pjNh4totpso9psY+l/j7BiRzbXDIwjISyAhMIqSspNxIYY0Wo0vL3rFACzRyZ2qIyU6GDe+NUI9p4q47+HCtibU86/fsjlzsu8awRTbrkJgN5RzVfiFkII0TZJYrqJurxDBPcfi9HJJKa+70j9pHCu7Euy/YSjo/GUQXHszSknr9zEyh3Zre4/88KeLXbqza8wtVlOTIiRSQPjSI0N4Tcf/MiXB/O5eVRSw+PeMOFdTpljkrukyEAPRyKEEL5Hkphuor5fzOgpHZsUztUdYctrLWScqUSv1XD7pX0J1OvYnV3KjpOlVNVZ0eq0mOpsZBVXk1tuol9MML8e33KH5JU7W098GusXG8LF/aLZklXCR/vyXHk5XZZb5kjEEiOkJkYIITpKkphuwnz6KIrdxrGiGkwWG4EGnUfi2HGyFLsCI5IiCDE6nn5jU6IZm+KYwyYxLpTcgioURSG/so6IQAMB+uax5leY2Hi0qPn2yjriwwKabZ81PJEtWSVsO17i4ivqmvrmpESpiRFCiA6TnoR+6vzhxIrFhKXwJDZF4UhBlUdiUhSFrWeTiPEpbTflaDQaEsIDCTK2nGyt3JmN7bwOwf0e/IJVrTRLDYgPxaDVcKq0Fo3Re2o9cssdzUlSEyOEEB0nSUw30f+hLzHGOzq1fp/l/tqIN7aeYPpr2/numGOo8/i+nV8Cob4WxmY/ty35/i+w2WHD0ULyWxiFZNRp6RcbggIY41M7XbYr1ZitlNZYMOq0xIYa2z9ACCFEE5LEdBONay3WHS5wa9kl1WY+/CEXk8VOaICOawfHkxDe+eaTFTua18LUsykKK3ecbPGx/j0caxN1dmkCV6tvSuoVEYhWo/FwNEII4XskiekmGtdalJusbm1S+u/hAuwKTOgbzWe/Gccfrkzr9LnyK0xsymxaC9OYze4Ywt3SyKX0uFAAAhLOle/JWXwbOvVKfxghhOgUSWK6qVe+y3JLOYqisCbDMWHd1Aviu3y+tmph6tkUpcWRSwPOJjHeUxNT3x9GkhghhOgMGZ3kx9qaR+XgmcpWR/J0hV1R+PJgPja7QmyokdIaCzllJmKCDYxN7tq8LC3VwiTf/0Wz/eprYxZe1If4Rs1WKdHBGHQaiO6FJiAEpa66S/F0lQyvFkKIrpEkxo+taGMCObsCb24/wYOTBri0zP/+XMALG481237NwDh02q71+3CmFqZefW3M/VenN2zT67SkxYbwc34VAfGpmLL3dymerpLh1UII0TXSnOSn6mst2tJa35HOstkVPtibCziGUI9LiWJ4YgRjk6OYObxXl87dXl+Y5rG0fH3965uUeqa3dJhbyfBqIYToGqmJ8VPO1FpY7fDmjpMuq43ZklXMqbJaEsICeGTaoC7XvDTWkVqYei3VxlzYK4L//HSG0KFXU7HzY5fF11GH8isprbEQbNDJ8GohhOgkt9bEWCwWnnrqKQYMGMCZM2cathcXF3PrrbcyadKkJvubzWb+/Oc/M3nyZKZNm8Zbb73lznB9VkdqLTYccU1tjKIovL8nB4BZIxJdmsDYFYVNmcVo0GDQOf+lQcPGo8VNVsm+pF801rIzGGKSCB4wwWUxOqPWbGNfbjk2u9KwVtT1QxNkeLUQQnSSW2tibr/9doYMGdJkW1lZGbfccguXX345OTk5TR5buXIl5eXlrFmzhvLycm666SZGjBjB0KFD3Rm2z+lY3xFYvv0kD13TtdqYLw/mc6SwmsggA1MviOvSuc6n1Wj4eNFFWOxOtiU1YtBqmyQJep2W8h3/JmbyHUSMm42iKGhUSCJ+PlNJkEFHSkwwABUmC/d9epDMomrSeoSQWVhNsEHHrBEdW51bCCHEOW6tibnjjju4++67m2zTaDS88sorXHXVVc32X7t2LbNnz0ar1RIVFcWUKVNYu3atu8L1SR3tOwJd7xuTX2Hi1S3HAbjzsr4trnXUVUFGHeGBhg5/tbRsQdVP67BWFmOM78fT6zMprKpD6WBTVWtsdoU3tp3kzo/285sPfuDV74/z3bFiHvhPBplFjtFQmYWO7zOH9yQiyOCScoUQojtya03M8OHDm22LiIggIiKCwsLCZo8dP36cPn36NPzep08fNm3apGqMvu78WpiWhiCfz6bAq1uO8/DUQZ0q8/82ZVFrsXNZagxXpMV26hxuZbNQumE5sdf+ga8PFfD1oQK0Ggg26ggx6hu+x4cZSYoMYnhSBD3DA9l7qhy9VsOlqTEY9c3zf0VRePy/h9mYWUx9a9rqH/NY/aNj5eye4QH879SB/OuHXIqqzMwaLrUwQgjRFV7dsddkMhEQcG4ek8DAQGpraz0YkXdr2nfEuWOsdgVFge+OlWCz29FpO1Y5V1xtZsfJUow6Lb+7vJ8qTTNqqPl5M3n5x5j1+Gr2nCqjzmqnqs5GVZ2tYZ8Dpx3fV+081eTYyO8NDIoPRaPRcM3AOC5NjQFgw9EiNmYWE2LU8ci0gQQZdLx19tjk6GBmXtiTHqEBXW66E0II4eDVSUxQUBB1decW86utrSU4OLjZfhqNhsSzQ2fVYtTrVC/DFbY9cCWWDrQlnS43ccvyndSYbWzIKmHBhJQOlff9bseb9ITUGIakdH5Rx3ruvM/WklzevHUMABabneo6K1Vnv8prreSW1XLodAXfZRaTX2FiTHIUhVVmMk5XsO2EY6mCrcdLWDA+malDEvjHlhMAPDh1INNHJgEwcWhPt1xLZ/jKc9rXyX12H7nX7uGu+6x1YoCIVycx/fr1Iysri5SUFAAyMzNJS2u+7o6iKOSqvBZQYlyo6mV4QrhOy31XpfHI2sM89fVh4oINDOsV4fTxX+1zVFeMTAx3yf1xx33+zYodvH7rWIBmZWmAMK2WsBAjSSFGxiZGsGB074bHFUXhUH4VJTVmsktrWbEjm1XbTrJqm2PRyQt7hTMuKcInniv++pz2NnKf3UfutXu46z7b7Uq7iYxXT3Y3depU3nvvPWw2GwUFBXz99ddMmzbN02H5ncvSYpk9IhG7Am/vOtX+AWfVmm3szSlDA4zv2/VaGHfIrzCx8ei5SQDzK+va2Ls5jUbDoIQwLu4Xw69GJfH8jUMYlxJFcnQQydFB/OGqNJ9pUhNCCF/ntpqYoqIi5s6d2/D7vHnz0Ol0LF68mH/+85+YTCaKioqYMmUK8fHxrFq1ivnz55OVlcWUKVPQ6XTceeedDBw40F0hdys3j0rik315/JhTTnG1mZiQ9idg25VdisWmcEFCGNHBvjFh28qdTTs+r9qRzZ+u7vyCkIN7hrN0+gWuCE0IIUQHuS2JiY2NbXV49I033tjidoPBwNKlS9UMS5wVFqjnopQotmSVsDGziJsubH+ZgO+zigGY4GO1MI27DG04WsiCsX1cvhCmEEII9Xl1c5Jwr4npPQBYf7j5cPfzldda2HysGA1wuS8Mq6Z5LQw4liZY1cZCmUIIIbyXJDGiwbiUKIINOg4XVJFT1vZQ9q8y8rHYFC5KjqJXhPevwtxSLQw4ForccLSww31jhBBCeJ4kMaJBgF7HJWfnPPn2SOu1MTa7wucHHGtfXT80wS2xdVVbSzHYFIWVO066OSIhhBBdJUmMaGJiuqNpaP2Rwlan4t92vIT8yjp6hgcyJjnKneF1SntLMdjsXV96QQghhPtJEiOaGJEUSWSQgZwyE0fPrvHTWEm1mf/bdAyAG4f19IkVmJ1ZENOmKKzcKX1jhBDCl0gSI5rQaTVc2f9cbUxjNrvC0v8eoaTGwoW9wrlhmPfORlvP2QUxpTZGCCF8jyQxopn6UUobjhZhs5+rwVi5I5sfc8uJCjbw58kD0DkxJbSnOVMLU09qY4QQwrdIEiOaGRgfSq+IQIqrzWw7XgLA9hMlvLcnB60G/nLNAKcmw/M0Z2th6kltjBBC+BZJYkQzGo2GmWebipZvP8mJkhqe/OYoALeNS2Z4kvNrK3lSR2ph6kltjBBC+A5JYkSLpg9JoGd4ANmltdyxeh+VdVYm9I1mzshET4fmFLuisCmzGA0aDLrmX/XO365Bw8ajxdg7mPwIIYRwP69exVp4jkGnZeHYPjzxzVFMFjsD4kJ56Jp0nxiNBKDVaPh40UVY7C23JY183PH9X7eOafaYQav1mesUQojuTJIY0aqr0nuw7nAhZbUWlk4fRJBB5+mQOiTIqCOIlmPOPFXq5miEEEK4miQxolVajYYnrxvs6TCEEEKIFkmfGCGEEEL4JElihBBCCOGTJIkRQgghhE+SJEYIIYQQPkmSGCGEEEL4JElihBBCCOGTJIkRQgghhE+SJEYIIYQQPkmSGCGEEEL4JI2i+PZKd5qza9wEB4eoXA749p3yDXKf3UfutXvIfXYfudfu4a77XFNTDUBbaYrfLDug0aq7YJ9G/jvcQu6z+8i9dg+5z+4j99o9vOk++3wSExERgd2u8EPGSVXLSYwLJbegStUyhNxnd5J77R5yn91H7rV7uOs+j7ggGW07FRTSJ0YIIYQQPkmSGCGEEEL4JElihBBCCOGTJIkRQgghhE+SJEYIIYQQPsmtSUx2djbZ2dnuLFIIIYQQfkqVJKa4uJjf/va3jB07lnvuuQeTycRdd93F5MmTmTx5MjNnziQ/P1+NooUQQgjRTagyT8wzzzzD5s2bAVi7di1lZWVs27aN+Ph4LBYLGRkZPP/88zz55JNqFC+EEEKIbkCVmpht27Zx1VVXsXHjRu6//362bdvGggUL2LRpE1u2bGH69Ons2LFDjaLFeSa+tMXTIQghhBCqUCWJKS0tZcKECSQkJDBx4kQARo4cCTimKx42bBhlZWVqFC2EEEKIbkKV5qRevXrxwQcfEBgYyKZNm9DpdLz11lvExsZiNptZvXo1iYmJahQtzpr40hbW33mxp8MQQgghVKNKEnP99dfzwgsv8Ne//hWAe+65h2XLljF37tyGff74xz+qUbQQQgghuglVkpjFixcTGBjI/v37ueSSS5g5cybJycm8/vrrWK1WJk+ezG233aZG0UIIIYToJlRJYjQaDQsXLmyybcyYMVx22WUEBQWpUaQQQgghuhnVJ7t76aWXmDBhApdccgl79uzhwIED3H777VRXV6tdtBBCCCH8mKpJzLJly3jppZcIDQ1FURQAKisr+fbbb3n66afVLFqcR4ZaCyGE8DeqJjEffPABc+bM4b333mtIYsaPH8/s2bPZsGGDmkV3a5KwCCGE6A5UTWLMZjN9+/Zttj0hIYGqqio1ixZCCCGEn1OlY2+9AQMG8Oabb2KxWADYs2cP+/fv54033mDgwIFqFi2EEEIIP6dqTcxdd91FWVkZzz33HACvvvoqy5Ytw2w2c9999zl1jvz8fG699VYuv/xyrr32Wnbt2qVmyEIIIYTwEarWxIwbN45///vfvP/++5w4cYKAgAD69u3LjTfeSP/+/Z06xwMPPMBll13GihUr2LZtG++88w5jxoxRM2whhBBC+ABVkxiA/v37s2TJkibbDh8+zOeff86MGTPaPPb06dMcPHiQ1157DXB0Ch4/frxqscKHN9oAACAASURBVAohhBDCd6g+T0xL1qxZw5/+9Kd29zt06BBJSUk8++yzTJ48mblz55KRkeGGCIUQQgjh7VRJYvLz89v8cnaiu4qKCo4cOcLo0aP5+uuvue6667jzzjuxWq1qhC2EEEIIH6JKc9Lll1+ORqPp8nnCwsKIiYnh6quvBmDWrFk89dRTnDhxgrS0tIb9NBoNiXGhXS6vLUa9TvUyXK0+3vO/ezNfvM++Su61e8h9dh+51+7hrvus1bafR6iSxOh0OvR6PZGRkS0+XlVVRU1NTbvnSUpKorq6GrvdjlarRaPRoNVq0WqbViApikJugbrzziTGhapehqvVx3v+d2/mi/fZV8m9dg+5z+4j99o93HWf7Xal3URGleakhQsXotfr+de//sWmTZuafc2dO9ep86Snp9OnTx9Wr14NOPrShIWF0adPHzXCFkIIIYQPUSWJ+d3vfkdMTAyPPfZYi493pKlp2bJlfPTRR0ycOJEVK1awbNky9HrVB1UJIYQQwsupkg0EBATw+uuvk5mZicViwWAwNHl80qRJJCYmOnWupKSkhpoYIYQQQoh6qlVpJCcnk5yc3OJjgwcPZvDgwWoVLYQQQohuwCPzxAghhBBCdJUkMUIIIYTwSZLECCGEEMInqZrEHDt2rNXHNm7cqGbRQgghhPBzqiYxM2fOZNWqVU22VVVV8eCDD/I///M/ahYthBBCCD+nahITEhLCk08+ycKFCzl9+jRbt25lxowZfPLJJwwaNEjNoruliS9t8XQIbtcdr1kIIYSDqknM119/zezZs9m5cyfTpk1j0aJFVFZW8tBDD/HRRx+pWbToAkkMhBBC+AJVk5iwsDDuvvtuhg8fTm1tLeBoYrrllluarX8khBBCCNERqmYSq1evZurUqfzwww9ce+21DBo0iLfffpsbbriB3bt3q1m0EEIIIfycqknMX//6V3Q6HcuWLePZZ59l9erV3HHHHRw/fpz58+erWbRohTQVCSGE8BeqJjETJ07kiy++YNKkSQDodDruvPNOPvroI9LT09UsWgghhBB+TtXloF9++eUWtw8cOFA69gohhBCiSzzWu1avVzV/EkIIIYSfkyFCotuS/kFCCOHbJIkRQgghhE9ySxJTUVHBTz/9RFlZGVarFUVR3FGsEEIIIfyYqkmM2WzmwQcf5OKLL2b27NkcOHCAgwcPctNNN1FYWNihc23cuJEBAwaQk5OjUrRCCCGE8CWqJjGPP/44n332GSNGjGjYZrVaOXToEE8++aTT56mtreXZZ58lMjJSjTBFK6TPiBBCCG+mahLz1VdfsWjRIp577rmGJqRRo0axaNEitm/f7vR5XnzxRa677jpCQkLUClUIIYQQPkbVJEaj0RAWFtbiY1ar1alzHD58mK1bt7Jw4UIXRiaE95GaLyGE6BhVJ2sZMmQIr7/+Ovn5+QD897//Zc2aNXz22WeMHTu23eMVReHhhx/mL3/5CwaDQc1QhRBCCOFjVE1i7rvvPhYsWMC7774LOBaEVBSF8PBwHnrooXaP//DDD0lLS2P06NFt7qfRaEiMC3VJzK0x6nWql+EKjWOs/7m1786cx93X3Jn73JUYve1v6s54fOU57evkPruP3Gv3cNd91mo17e6jahIzcOBAvvrqKz799FNOnDhBQEAAffv2ZcqUKcTExLR7/Pr16zlw4AAbNmwAoKSkhF/84he88MILjBs3rmE/RVHILahS7TrA8eaidhmu0DjG+p9b++7Medx9zZ25z12J0VN/04kvbWH9nRc32+7OeHzlOe3r5D67j9xr93DXfbbblXYTGdXn/o+JiWHRokWdOvb1119v8vtVV13FW2+9RVJSkitCE0IIIYQPUzWJOXbsGE888QQHDhygqqp51nbgwAE1ixc+oLUaCSGEEKI9qiYx9957Lz///LPLzvftt9+67Fz+RBIBIYQQ3ZGqSczx48e57LLLWLJkCfHx8Wi1slST8DxJ+oQQwj+omsRcffXVREVFSR8WIYQQQricqknMww8/zLx585g9ezapqano9eeK02g0PProo2oW7/ekRkEIIUR3pmoS89BDD3Ho0CEA9u/f3+QxSWKE6DxJYIUQQuUk5rvvviM2NpY5c+YQHx+PRtP+xDXCO8mbpu+Sv50Qwl+pmsSkpKQwffp0fv3rX6tZTLfTXd6Uust1eiu5/0IIb6fqcKGHH36YdevW8dlnn3Ho0CEyMzObfAnf58lFC71lwURviUMI4b3kdUIdqtbE3HzzzQDs27ev2WMajYaMjAw1i/dLrvpH6OqnbG/7lH5+PJ2Nz9uuSwghROtUrYnp0aMHcXFxLX716NFDzaKFB3Um0ZJPKUIIITpK1ZqYzZs3q3l64SL+Xvvg79cnhBDdlao1Mef3gZE+Md2bJ2pbGpfpDbU9HYnBG+IVQghvpmpNzPTp01sdVi19YoSz1K5Jceb8HY1Ban+EEEJ9qtbEnN8PJioqCoDIyEiGDRumZtHChdxZIzBwydduK0sIIYRvc3ufmNOnT3P//fczd+5cNYsWwqtIzYwQQrie25eV7tmzJzNmzODpp592d9HCQ9xZk+MN/Ui8IQYhhOgOVE1i9u7d2+Rrz549fPnllyxfvpzS0lI1i/YbvvyG2FbsvnxdQgjhLHmtU5eqSczNN9/MLbfc0vA1d+5c7r33Xk6cOMEll1yiZtE+xZee5J5MTHzpPnWFL15nazH74rUIIXyHqn1iRowY0Wx0UkhICCNGjGDhwoVOnWP9+vUsW7YMs9lMZGQkjzzyCOnp6SpEK6Tfhn9xx99TjZFdQgjhLFWTmPfff79Lx+fn5/PAAw/w/vvvk5aWxrvvvsuSJUv44IMPXBSh+uQF3Dd15u/miaUO5PklhHCWP75euDyJ+fzzz53ed8aMGW0+rtfrefbZZ0lLSwNg1KhRPP/8812KT/g+f/xHdJarr70j56vf19XrbnXnv6cQomtcnsTcd999rU5wd772kpiYmBguu+yyht83b97MhRde2KX41CYvyP6tvo+HL/6NGz83J760hUOPTnZLWUL4E3lun+MN98LlSUxbs/R2xbZt21i1ahWrVq1y+bnV4MlPzMJ1utt997fVzYXwhMa1ls7u62muqml1N5cnMc8884yrT8m6dev429/+xquvvtrQtNSYRqMhMS7U5eXWG7jka7Ien+Z0GfX7nf994JKvW/3029a5zz9PW2V0ZB9Xn89by1QrrsZ/z87s05EynT3P+dra16jXtXh8S3G1dj5nYq//uaVraK0cb9PW/257jHqdV11fV67F2xn1OtVrGcG552tb/yPQ8v90axrv29W/X0ffa1rS+Dmt5nNbq22/QkTVjr0Ax44d48MPP+TYsWPodDoGDhzI/PnziY2Nder4rVu3snTpUt58801SU1Nb3EdRFHILqlwZdjNmq63FMlrKXuv3O//7+T831lb8bZ3HmbJcsW97+9R/4nBnmd56LzxRZmufnto6n9lqa7attTJbO19XY2+tHGe4+xNjZ19jEuNCVX996ihvi8dV6t9QXXl9LT3PnDl/W8//9rY7e77O6Oh7TUsaP6fVfC7Z7Uq7iYyq88Ts2bOHmTNn8vbbb7NlyxY2b97Ma6+9xtSpUzl58mS7x9fW1vLggw/y4osvtprACCGa8pW5WXwlzsZ8Zfbprsbpi3+b7qr+b9XS36w7/B1VTWJeeOEFFEVh8eLFvPTSS7z44ov8+te/xmQysXTp0naPX79+PSUlJdx7771MmTKl4auoqEjNsIUQjfjjRHa+HLvwbfLccy1Vk5gDBw5w22238fvf/56rr76aSZMmce+99zJ//nx2797d7vHTp0/np59+Yu3atU2+nG2KUps8GYXwHr74/+iLMXuDjty37niPz7/m9n7vqIFLvu7S8a6kahKjKAoGg6HZ9pCQEOx2u5pFq8JV/wzd8Z9KCG+l1v91Z87rra8N8trnHFdfn6w/1z5Vk5ihQ4fy5ptv8s4777B//3727dvHW2+9xfLlyxkyZIiaRQvR7ciLmufIve88Z4chO7uvJ7gzeRFNqZrEPPTQQ9TV1bF06VLmzJnDL3/5S5544gnq6up44IEH1CxaCNFN+ULnW3e96XlLB9+OJCqdOa+zx0qy4X9UTWIGDRrEZ599xowZM0hPTyc9PZ3rrruOTz/91KdrYqRqVQj/peb/pSvP3dFzubpfhFo82bzXeB9vvT/t6erzwhXndCdVkpj169djtVoBSE1N5e9///v/b+/O46Ks9geOfwYYhGFH2RQEFEURA819odxwT1PT1MoytW6Z3quVlUsqrtd9SUVTyVJwSXHLJQJTr0vivuCSCqIiu+wwzMzz+8Mfz0tsAwTGgfP+xxgG5vs6PZzne875Puewe/dudu/ezfz58/90wzrhiRd92lQQhMqtdzGUPsGQim1f1DZ9kWYRX7S2+SsVksR8/PHHdOzYkaCgIC5evFgRHyEIggC8WIW5lUHfxZ6V1U4VMaPwPF7U66G6q5AkxsfHh/T0dDZv3sybb75J9+7dWb16Nffv36+IjxMEoYoo79qOqpCYVPTvLu+6ni4r//fCznT8FUOJU/ijCklidu7cSVRUFF999RUtWrTg/v37LFu2jG7dujF8+HC2b99OVlZWRXy0IAjCH+hzmv5F2lNDEJ7Hi5jsVVhhr4uLC++884585MDs2bPp3LkzMTExTJs2jQ4dOlTURwuCIFQL4mkbobqr0KeTitja2tKnTx8GDBhA9+7dMTExQa1WV8ZHC4JQAoZ08zL0pykEQSg/FXqKdWZmJlFRUURERHD8+HHy8/ORJImmTZvSv3//ivxoQRAM2J+dDi8IgvCsCklitmzZQkREBL/99htarRZJkqhduzZ9+/alf//+eHp6VsTHCoIgCIJQjVRIEjNz5kzgyRlJgYGB9OvXjzZt2lTERwmCIAiCUE1VSBLTvn17+vXrR2BgIGZmZhXxEYIgCIIgVHMVksSsX7++In6tIAiCIAiCrFKeThIEQRAEQShvIokRBEEQBMEgiSRGEARBEASDpJAkSdJ3EM/D2NgYnU6HlZV1hX1GtlqDtZmSzPxCLE1NyFZr5H+BP7z2Z/8W/Z7nfU9JP7M849LHZ76ocRl6Wzz9+/7qmq6ObWGI14Vo/z9+5t9d09WtLSo7roqQlZWJkZERWq32L99j8EmMubk5arUaKysrfYciCIIgCEI5ycrKwtTUlLy8vL98j8EnMYIgCIIgVE+iJkYQBEEQBIMkkhhBEARBEAySSGIqkVi5E6o6cY1XLNG+QlWl0+nK9HOiJqYSXLt2DR8fH+BJJ6RQKPQcUdWnVqvJyMjA3NwcS0tLfYdTpcXHx2NqaoqTkxMgrvGKsnLlSnJzc+nYsSNt27bVdzhVUn5+PpcvXyY/P5+OHTvqO5wqbc2aNQBoNBr+9a9/YWxsXKa+w3j69OnTKyA+4f/997//5auvvsLDw4OGDRuiUChEJ1/BsrOzGTduHOHh4URHR1NYWEjDhg31HVaVNG3aNLZt28bRo0e5du0aHTt2FNd2Bfjyyy+5du0anTt3pnbt2tSqVUvfIVU5OTk5jBw5kkePHrF69Wru379Pp06d9B1WlTRx4kTi4+Px8PDg7NmznD59mi5dupSp7xDLSRVMp9MxePBgVqxYQXh4OICcyAjlT61W88knn9CiRQvmzp1LnTp1OHnyZLH3iLYvH/Pnzyc9PZ0lS5bw1ltvcfXqVSIjI/UdVpVz79497t69y7p16+jduzfp6en8+OOP/Pzzz6jVan2HVyXodDomTZpEs2bNmDt3Lnv37iUyMpIjR47oO7Qq59SpU6Snp7NmzRreffdd3n33XTQaTbH3/N2+MM8SSUwF0Wq1qNVqYmJieOWVV/jggw/45ptv2L17t/weSZLEDbWcPXz4EEmSeP/99/H09KR///7Exsby8OFDYmJiAJFElofCwkISEhIYPXo0Tk5OtG7dGicnJx4+fKjv0KoclUqFtbU1Op2OHTt2MHXqVGJiYpgyZQrLli0jMTFR3yFWCWZmZgwaNAgAZ2dnevTowaNHj9i+fTvJycl6jq7qMDEx4eHDh9y9excAa2trTp06xZw5cxg7diwajUZeWioJsZxUAQoLCykoKMDc3Jz27dvj6+tL3bp1sbKyYs2aNVhZWdG4cWMUCgXp6emYm5vrO+QqIyMjg2vXrtGgQQPs7OyIjo5m//79xMbGsm/fPm7cuEFAQIBY8nhOxsbGHDt2DIBGjRphZmbG7du3yc3NpXXr1sXeK5ZPy0an06FQKDA3N2fHjh1ERUVhYWHBpEmT6Nu3LwEBAWzatAkjIyP8/f31Ha7BkiQJIyMjdu/ezfbt2+nQoQNRUVEsX76cpk2bsnXrVu7cuUOrVq2oUaOGvsM1WAUFBUiShKurKzExMezZs4fMzEy++OILBg8ezCuvvMKZM2fYuXMn/fv3L3GfIZKYcjZz5kzCw8PZs2cPOp2OFi1aAGBqaoqHhweWlpYEBwfj7u7O7du3WbZsGYGBgRgbG4uO/jlJkoStrS0uLi64urqiUCgIDg5m3LhxDB06FDc3Nw4ePEjz5s2xtbXVd7gG6dSpU9y9exd3d3fat2+Pu7u7XDh95MgRsrKyeOWVVwA4d+4cLi4u4roug6VLl3L48GGuXLmCp6cnPXr0IDw8nDNnzjBs2DBUKhW1atVCpVJx4MABevfujbGxsb7DNihqtZqsrCx5ENmrVy+OHTvGmTNn2LJlC0uWLOGNN96gZ8+eLF68mLp169KgQQM9R22Ypk2bxoEDB1i/fj0dO3akXbt2KBQKHj58SJ06dZgyZQqurq40bNiQy5cv07lzZ0xMSnacgVhOKkdff/01jx494qOPPqJfv37MnDmT5cuXk5GRAYCFhQV9+/bl008/5eOPP2b+/PlMnDiRGjVqiI6+jHJzcxk7dixpaWlyG/r6+mJhYYFSqWTevHm0bdsWCwsL/Pz8UCgUZX6Ur7r76quvWLFiBUuXLqVv374YGxtjb28vt6dSqcTBwQGAXbt2MX78eLHUUQbTpk3j+vXrBAQEcO7cORYuXEhERAQTJkxAqVQyd+5c+b15eXnY2dmJ/qOU1Go1o0ePZv78+fI1qlAoWLVqFbNnz8bf31+eUbS3t6dZs2YlvqkKxU2ZMoWUlBTGjx9PgwYNGDp0KCqViuHDh9OqVSsePHjAo0ePALhw4QIpKSl/qJH5OyKJKSdarZaCggJmzJhBo0aNeO211wgJCWH//v1s3LhRfp9KpSI5OZnatWuzatUqvL299Ri14Tt48CARERG8+eabpKWlART7A8jNzSU+Ph6dTsf69eupUaMGHh4eeorWcIWEhJCSksLmzZv58ccfsbGxYd68ecXeY2VlRe3atTly5AgbN25k/fr18mPXQsk8fPiQO3fuMGfOHDp16sSCBQvw8vLi9OnT3Lhxg9WrVxMTE8OwYcMYN24c3377LWPGjBE32FLKz88nIyMDhULBunXr5JsoPOmj1Wo148aNIzExkaCgIJKSksSTSmWQn59PWloaCxYswN3dnXnz5uHl5cWtW7cAcHR0xMHBgdmzZ7NgwQI2btzI9OnTS7UthkhiyomxsTHx8fGsWrVKfs3Pz48FCxYQFhZGaGgoAHfv3iUiIoLly5fj5eWlr3CrjIcPH/Kf//yH5s2b069fP9LS0jAxMZETmbNnzxIUFMSIESO4evUqq1evxsjISMzGlNLjx4/p0KGD/PWAAQPIzs4GwMjoSTdSs2ZNJk2axPz581m4cKF4rL0MVCoVVlZWPHjwAHjSpkOGDKFp06acO3eOgoIC9uzZw+jRoxk4cCDr1q2jUaNGeo7a8MTGxmJnZ0e7du3IzMz8QyIzc+ZM8vPzmTx5MgkJCYSEhGBiYlKqp2aEJ4+tX7p0iZs3bwJPlvyzs7NJSEgAoEmTJrz22ms0a9ZMngkrbb8hamLKQVHhYr169YiMjKSgoEDe3M7JyQkPDw/Wrl1L165dsba2pkePHri6uuo56qohOzsbFxcXRo4cydWrV1m0aBH9+vWTM3kPDw+8vb1p164dI0eOlDsiUT9QOg8ePCAhIYHWrVujUCjIzs7m7Nmz9OzZUy5AtbCwICEhgaCgIFE7UEZmZmYcOXKEAwcOMHDgQPk1d3d3jh07RmxsLK+++iqenp54eHhgY2Oj54gNk1KppGXLlrRp0wZJkrh+/TpXrlyhfv36WFtbY2Njw+uvv06vXr3kpVPRb5SeSqWiQ4cOODg4YGlpiUKh4MiRI/j6+lKvXr1i72nXrh329val/gwxE1MOitajPT09ad26NUePHuXHH3+Uv9+yZUs8PDxQKpXyH4hQPjp37ky7du0AWLRoEa1bt6Z///5kZWUBsGPHDry9vWnSpIk8AyM6otIbOHAgo0aNkmddUlJSSE9Pl5/sOHr0KDk5OcyZM4f69evrOVrDVDQ7uHDhQnJzc3n33Xfl79nb28uziTk5OXqKsOqwt7endu3aAAQGBhIYGEhmZiabNm0iNzeXtWvXsnfvXpRKpbwlg+g3yqZBgwbFlpWfrp0LDQ3l888/l2d1y0IkMWV05cqVYp2JRqPB1taW119/HV9fX44cOcKSJUuAJ09tFO1fIpS/ohsrwNy5c2nXrh39+vVj6tSphIaGFpsCfvq9QslJkoS1tbX8tVKpxMbGBoVCwa5du5g8eTIWFhbF3iOUjpGRkbx5XUhICHl5ebz55pvy3jv37t1DpVKJ+pfnJEkSOp0OlUol98ldu3alT58+5Ofn06dPH44dO0avXr3knxGF02VTNEv7tIyMDAoLC9mzZw9hYWF88cUXz3U0jDg7qQwOHTpEcHAwH3zwAQEBAcX2eQkPD8fS0hKlUsmiRYtwcHAgKSmJBQsWiLXrcqbRaOQOPTs7u9gfQocOHfDw8JDXsnU6nUhgSujZaXO1Wo2pqSkAycnJODg4cOnSJX766SeaNGnC2rVrWbRokaiBKaVnr8mnr+f9+/fTtWtXxo8fT3Z2NmZmZiQmJop+pAyK2rmgoIAaNWrIy/86nY7U1FR5VgDgnXfeAWDDhg1i6bmUnm2rp/eH2rp1Ky+99BKNGzdm1qxZ/P7772RlZTF37tzn7zckoUwWL14svffee9LBgwelvLw8SZIkaerUqdLQoUOLvS8lJUV6/PixPkKsUrRa7Z9+XVhYKH322WfS2bNn5e8FBQVJw4cPlwoLCyVJkiSNRlN5gVYROp1OmjdvXrHXFi1aJK1Zs0aSJEmKiYmRvL29pS5dukg3b97UR4hVgk6nkzIyMqSMjAz5tenTp0tvv/22/PXVq1elCxcuSA8ePNBHiAZNp9NJkiRJd+7ckYKCgqSkpCRJkp70H4MHD5YWL14svzc0NFQaOXKk3G8U/Sv8s6I+VqfTSVevXpVycnLk733xxRfS6NGj5fccOnRIat++vXTjxo1y+WxR2FtGbdu2JSUlhb1792JtbY1WqyUtLY0ZM2ZgbGyMWq3G2NgYlUqFmZmZvsM1aEUjqXv37hEeHk5KSgpOTk6YmpoyYcIEjI2N5RFUXl4eGRkZTJo0SX5KSUy/l15hYSFBQUGYm5vTpEkTVqxYwbFjx5gzZw5GRkbUqlULIyMjxo0bJ4p4S+nEiRO4ubkBT0b+ERER/PTTT9SqVQszMzO+++47QkJC5FGtg4MDzs7OWFlZ6TNsg6RQKEhLS2PLli04OzvTvn17dDodX375JW5ubkyaNEl+r06n4/3335dnYES/UTLS/9fF6XQ63n33XcLCwrh69SpKpRITExOuX7/O7NmzUSqVaLVaXF1dGTJkCHXq1CmXzxfLSWWwZMkS7t+/z8KFC/n22285ceIEgwcPJiAgAAsLCwoLC1EqlfoOs0p4OoEZPnw4HTp04Pjx4/To0YMmTZpgY2Mj798gPbO9vZgKLrk/W27bvHkz9+/fZ8KECZw/f55mzZqhVCrlxFC0b+n99ttvBAUFMWTIEJKSklCr1fTr149jx46xevVqNmzYQLNmzQBEAv6civqDtWvXsnv3bho3bszMmTNRqVTEx8fLieSz7SyWnstm0aJFmJiY8M4777BkyRLUajUBAQFybdHTy9LlSczElIBWq5Uvao1GQ35+PteuXePs2bP8+9//JikpiQMHDmBnZ4eTk5M4C6kcKRQKEhMTOXr0KG3btmXcuHG0adOGs2fPkp6eTocOHbC3ty/2/6iI6IhKrugJjIMHD+Ls7EyNGjWoUaMGK1aswNPTk/bt28uPmRZ1+KJ9S8/c3BxLS0tOnjxJbGwsc+bMwcXFhZdffhlLS0uCgoJo1qwZLi4uon3LqKgvyM/PR6lU0rx5c4yMjLh27Ro6nY569epRs2ZNgD99WlEU8ZbM00W7wcHBXL58maFDh+Lu7o6Pjw9XrlwhJiYGhUJB/fr1K2zAI5KYEjAyMkKSJG7duoWDgwNubm7Y2tpy+vRpzp49y4QJE0hNTSU0NJTatWvj6ekp/hDKQVFnNGnSJMLCwvD19cXPzw8nJydcXV3Zu3cvhYWFvPzyy6LDL6OnO6KIiAi2bdtGSEgIXl5e+Pn5UadOHXbs2EHz5s2xsrIS7VxGRdeyubk5zs7OaDQadu3ahVqtpm3btsCTgzQfPHhAbm4uzZs313PEhqloaePWrVuMHz+eU6dOceXKFcaMGUN6ejonTpxArVbj5eWFiYmJ6KefQ1HbSZLEvXv3+N///kdOTg6NGjXC0dERHx8fYmJiOHXqFObm5vK+MOVNJDF/Y+HChbi7u2Ntbc0PP/zAsmXL8Pb2xtXVFRcXF+zt7fn111+5desWY8eOpaCggFatWonHTJ/T0zdWhUJBt27d+P3337lx4wYtWrTAwsICR0dHLC0t2bNnD927d6+Qacqqrmg5SJIkbty4gaurK4GBgahUKkJDQ4mOjkaj0VCzZk0cHBzEEQJlVNTOy5PE2QAAGYxJREFUOp2OR48eodFoaNeuHba2tkRFRZGVlYW/vz/Gxsb88ssv5OXlERAQoO+wDU7R8lHRUQEdO3bE39+fvXv3EhkZyZQpU0hOTub06dOkpaXh4+MjlkOf09KlS9mxYweffPIJdnZ2REdHk5mZiZubGw4ODnh7e3P//n26du36XI9R/x2RxPyFGTNmsGnTJvbs2UOfPn1o0qQJSUlJ/PTTT7i5ueHq6oqzszNXr17lwIEDJCUl8fHHH4sE5jkVrUffuXOHdevWceXKFQoKChgzZgyHDx/m+PHjODo64ubmJu8B069fP32HbXCKptF1Oh2jR48mMjKSiIgI4uLiePvtt+nUqRMKhYLQ0FAOHTpEUlISffv21XfYBufpBObtt9/m5MmTLF++HJ1Oh6+vL05OTmzdupWLFy+Sl5fHwYMH+fe//y0vdwglp1AoSE9PZ968edSpU4fx48fj5eVFt27dCA0N5cKFC3z66adcvXoVtVotn6QslNyzpRV5eXlcu3aN6OhoRo4cCcCvv/5KTk4OtWvXxsnJidatW1doUbpIYv5EQkICd+/e5fvvv+fRo0fMmjWLQYMG0b59e27fvs3BgwepU6cObm5uJCUl4e/vz6BBg7CwsNB36AZPoVAQFxfHiBEjaNq0KTqdjkOHDnHnzh2mT5/O7t27+f7770lMTCQjI4OFCxfKy32iQyq9yZMnU6dOHRYvXkzNmjWJj49n165ddOjQgZYtW9K9e3ecnZ0ZNmwYdnZ2+g7X4BR1+JMmTaJWrVosXryY7t278+mnn+Lv70+XLl1QqVRs27YNhULBjBkz8PT01HPUhqfo5nrjxg1OnjzJr7/+SmBgILa2tpibm+Pv7094eDitWrUiMDCQtm3bynVgot8oub8qrThz5gxnzpxh1KhRKBQK9u3bB4Cvry9GRkYV2sYiifkTVlZW8jHsHTt2JC4ujrlz5zJgwAA6dOggzxLcunWLPXv2MHbsWHkLa+H5aDQatm3bRr169ZgwYQK+vr5s374dDw8P2rZtS+/evTl//jypqal89tln2NnZiY6oFLZv344kSTg5OaHVatm3bx+dO3emXr16eHh44ODgQGxsLFlZWfj4+GBpaclLL71UpjNNqrPZs2eTnp4ub0z366+/MnjwYJycnNiwYYP8mO/Dhw9p3bo1Tk5ODBkyBBcXFz1Hbjhyc3P59ttvcXNzw8rKCoVCgbOzM/Xr1yc5OZnIyEiaNWuGtbU1tWrVkjdcc3NzEwlMKf1TaYWdnR1Hjx7l5s2bjBgxAgsLC9q3b4+1tXWFt7FIYv6BQqGgc+fO3L17l/nz5zNw4EA6d+4sH3Y3ZcqUCitYqg7y8vI4deoUx48fx9fXF2NjY65cucLNmzdp3bo1EydOxMvLi88//5zt27dTt25d+vbtS3h4OOfPn8fb21vcYEsoMTGRX375hTNnzshTvWfOnCE/Px8fHx9MTU1xcHAgJiaG69ev0717d0A8rVFaX331FUlJSUycOFF+befOnZw9e5YbN25w5coVVq9ejUKhYNq0aXTr1o0mTZpUWM1AVbV06VLWrFnD7du3SUxMJDExkQYNGuDg4EDdunWJiYnh+++/x8HBgZ9//pm4uDjGjh0rz46J67pkSlNacejQIR49esR7771XadezSGJKqHPnzsTFxREWFkbv3r3x9/enU6dOYu36OeTk5PD+++9z+/Ztbt++jZ+fH7a2tvIJyT/88ANeXl4UXaLLly+nfv36uLq60qtXLzZs2MDt27fp3LmzeGqmBCwtLXFyciI5OZljx47h7e2Nm5sba9aswdLSEgcHBywsLLh//z4JCQkEBASIwsdSmjp1KmlpaaxevbrY6y+99BLbtm3j+PHj7N+/H6VSyd69e7l06RK9evWiRo0aeorYcNWtW1euuVCpVPzwww/ExcUhSRLNmzfH29ubixcvsmfPHmrXrs3SpUsxMjJCo9GI/qKESlta4efnxxtvvFGppRVis7s/8ew0Y9HXjx49Yv78+QQFBYlR03PKy8tj1KhRtGnThk8++eQPGwSuXbuWw4cPM3z4cF599VXWrVvHzZs3CQ4Olm+sarWa5OTkctv5sap6dpOpmJgYDh48SGJiIp999hlXr15l1apVODo6ylsHrFixQpyFVErjxo1DkiRWrFghv5aQkMD8+fP58MMP0Wq1TJs2DTs7Ozw8PDh9+rQ4C+k5JCUlsWjRIgIDA+nSpQsPHjygS5cu+Pn5oVAo+PTTT4mPj+fBgwdcu3aNWbNmYW9vLzazKyNJkpg2bRq//PILu3btwsLCgm+++YaIiAjatGnD6dOnWbduHe7u7pUal5iJecbTF/i9e/cwMTHh9u3bZGdnEx0dzZEjR3jttdfEUQLP6ciRI2RlZfHFF18AYGxszMmTJwkPD+fw4cMMGDAACwsLzp07R3h4OPn5+Sxfvlw+zFGn06FUKsXTYP9gxowZ/PTTT5ibm/Pw4UP50UcvLy/u3LnD4cOH6dOnD506dcLGxoYaNWowbtw4sURaSrm5uYSEhFBQUMCgQYMAiI+PZ+zYsQQEBNCtWzccHR0ZOHAgBQUFeHh4MGLECLy8vPQcueGysLCQn6Dz8/Pjyy+/pHXr1gQHB/PgwQOioqIoLCykS5cuxMbGEhYWRtu2bUWfUUYvamlFtZ6JiYqKwsfHR97/4ukZmKIR0+jRo5k9ezaJiYmkpqayYMECMUItB9u2bWPz5s3s3r2bS5cucfToUb755ht69uzJ3bt30Wq1fPfdd9jZ2ZGeno6trS0KhUJsdV8KeXl5vPfee1y4cIGBAweSlJSEJEk4ODgwZMgQ4uLiSE9P5+bNm3z44YfUrVtX3yEbtKysLEaNGoWpqSlLlizh448/pkePHrz33nsA4jiSCqDValmyZAk7d+6ka9euzJw5U/5ebGwsHh4eAERHR3Pw4EFGjRqFs7OznqKtOqZNm8adO3dYu3YtKpVKr7Nb1TaJCQ0NZdasWXz22Wf07Nmz2EZeW7duZd++faxfvx5TU1PS0tIwNTWlsLBQPGZaTvLz83nrrbeIj4/HxcWFGjVq8PHHH8ubfL311lu8/vrrDBw4UP4Z8TRB6RXtm5GRkcGaNWu4dOkSkZGRxMfHc+PGDVQqFZcuXWLIkCFMmTJF7GL6nLKyshg9ejQXLlxg8uTJvP322+h0OkAc0/C8nr5RPv3fYWFhrFu3jl9++QWAgoKCP60x+qvXheKe7mcNobSi2i4nXb9+ndTUVOLi4igoKKBOnTry/wytVsuYMWNQKpWo1WosLS0xNTUVZyKVE0mSUCqV9OzZk5o1azJ48GAGDhyIr6+v/J6TJ0/i7+8vj6RAPE1QFubm5rRs2ZIDBw4QFRXFiBEjaNOmDZ06dSIwMFA+R2bo0KE4ODiINi6lpzt5nU6HmZkZ3bp149q1a9y6dYsBAwbIM4giiSm9wsJCUlJSMDU1lc/sKpqN1Wq1xMbG0rFjR06ePEl2djY+Pj5/OdslDtP8e9nZ2RgbG8vX6dPX7ItcWlHtZmK0Wi2SJLFhwwZeffVVUlJSWLlyJV26dKF3795iqrGS/N2y0Ny5c4mJiWHjxo1i6eg5FY1YMzIy+PLLL9FqtQQHB+s7LIOXnZ2Nubm5fH0+fT0/ePAACwsLxowZg4mJCVu2bNFnqAYrJyeHMWPGoFKpuH37NkuXLuWll14CnlzXw4cPp0+fPgwfPpwtW7Zw4cIFZs2aJY4gKYPJkyeTkZEh17s8PaB80Usrql0SUyQpKQkTExPs7e05cOAA33//PZ06daJv3744OzsTGxtLrVq19D5VVhU9e2aPu7s7p06dYv/+/ZiZmREfH8/69esxMTERNTDP4dkbq7m5OV999RWmpqYsX75cz9EZrn/q8G1tbZkwYQJZWVm88cYb1KlTh/Xr1+sxYsOjVqsZM2YMzZo1Y/z48cyYMYOjR49y4MABueYoIyND3n7h1q1bLF68mFWrVonZxFKaPn06ycnJzJ8/n/nz53PixAn27t2LSqUiLCyM/fv3v9ilFVI1ERwcLB06dOgvv79//35p6NCh0rZt26Tg4GBp5MiR0uPHjysxwqonJydH2rZtm5SQkCC/ptPpJEmSJK1WK7355ptSaGioJEmSdOTIEWnx4sVSaGioVFhYKEmSJGk0msoP2kBFRkZKjx49kr8uamdJkqSpU6dKixYtkiRJkh4/fiwNGzZMmjhxYqXHWBV8/fXX0kcffSRlZWVJU6ZMkTp37izl5ORIkiRJoaGh0ltvvSWp1Wr5/VlZWVJ8fLy+wjVYmZmZ0ocffihlZWXJrw0bNky6fPmyJEmSdPPmTfn1goKCYj+r1WorJ8gqoLCwUProo4+kuLg4+bV33nlHioyMlCRJks6fPy/3w8+284uiWiwSnj9/npCQENq0aQNAYGAg8GQ9G57UWvTq1YuaNWvyn//8B5VKxcqVK7GxsdFbzFXBypUr2bp1K3l5eXTv3h0nJyd5u++ibavffPNNAAICAnjllVfknxUzMCX3Z0XqRaPRrVu3cvfuXTZs2ACAjY0Nq1evJicnR58hGySNRkNycjKTJk3C0tKSoKAgRowYwenTp+nUqRONGjXijTfewNjYGI1Gg4mJCZaWlmI2t5R0Oh2PHz/mwYMHJCUlYWlpiSRJ5ObmkpmZCUCDBg3k9z+7fCRqj0pGp9ORmZlJXFwcKSkpxZ5OTE9PB8Df319+7UVdpqsWSUxubi7Ozs7UqVOH/fv3A08SmaIbqvT/xXmZmZlYWlqyatUqsX9DOVCpVLRs2ZJDhw6hVqvp27evfIPt3bu3vJ6q0Wj+kLCIBKbkTExMaNq0Kb/88gsajUZuZ4BGjRoxaNCgYjdWa2trsVdGKZW2wxdFpKVXVL9lZGSEm5sbK1euxNraWu6fn32y6NKlS3h5eaFSqfQUsWEzMjLC3t6exYsXF3topWbNmsWu33v37lGzZs0X9oDjapGyWllZ8fnnn/Pee+/h7u7O/v37OXz4MPBkFqYogdm+fTsrVqwQCcxz0mg05ObmolQqWbx4MR988AGRkZHs27ePhIQEgGIFYeKx3rLRarVoNBrS09OZOXMm//rXv+R2fvToEQB+fn5yQihurGX3dIfv4OAgv/5nHb6Y5Sq9vLw8pk6dyqFDh+TX6tatK+8PBU+OzSjanXvq1Kls2rRJPDFaBkW7oRdp2LAhbm5u8tfGxsbyeXRhYWHMmDEDrVZb6XGWVJV9xDoiIoKMjAxyc3Np3LgxlpaW2NnZ4eLiQkJCAmfOnMHY2Jj69evz22+/YWlpyYABA4rtFyOUjk6nQ6FQYGRkhFKpxNPTE6VSiZeXFxYWFoSHh6NWq/H09MTc3JwLFy5gZWX1wk5TvuieHrVaWlrSsGFDVCqV3M5F2wbExsZiYmIi2rkM1q5dS2pqKvXr1weeJC1PLzNHRETQrFkz6tatS1hYGBs2bCAwMFDsR1JKv/76q7z0DMjt/fSS/44dO/Dz82Pz5s3cvXuXpUuXihnbUjp//jxz5swhPz8fhULxp+28detWmjRpIj8hOn369Bf6aJcqmcRMnDiREydOcO7cOaKiokhNTaVdu3YA2Nra4uzsTEJCAteuXSMqKopdu3bRo0cPbG1t9Ry54crLy2PGjBloNBp5JkulUsl7Nnh5eWFubs7+/ftRKBSEhIRw+fJlevfuLWZhSunZG6uFhYU8Im3QoAHm5ubs2bMHlUrF//73P7Zs2UJgYKDe93MwNFWxw39RnT59mpSUFOrXr19sgKlQKOTl5gsXLhASEgLAqlWrUCqVYv+dUrpz5w6XL1+mSZMmREdHF2vnorZ89OgR4eHhREdHM2/evBf+bK8ql8QcOHCAixcvsnHjRtq3b4+7uzv//e9/SU1NpX379gDY2dnh5+dHaGgoly9fZtmyZcU2VRNK759GUpIk0bBhQxwdHfniiy+wsbFhxYoVYiRVSiW5sTZo0ABXV1emT5/OzZs3mT17Nq6urvoM2yBVxQ7/RaXVaunTpw8vv/wycXFxxRKZp/fiuXLlith+4Tk8fvyYVq1a0bVrV2JjY4u1c1EymJOTw5YtW1i1ahXe3t56jvifVbkk5vr161y8eJEBAwagUqmoW7cuLVu2ZP78+RQUFNCqVSsAjh49yk8//URwcPALsWGPofu7kZQkSfIfyPbt2zEyMirWEYmRVMn93Y21iEKhICYmhujoaFavXi2u7zKqih3+iyIvL49t27aRnJxMTk4Ofn5+KJVKbGxsqF27Ng8fPuS3337DzMwMT09PeSlp1KhRGBkZyUXqwj8rTWnF6dOncXV15aOPPsLFxUXfoZdIlUlioqKiSEpKwsbGhuTkZDQajXyippOTE76+vmzduhUPDw8cHByIiopi3Lhxooi3nPzdSKroBpucnExERATLli3DxMREdERl8Hc31qeL1JcuXUpQUJBIYEqpqnf4L4KcnBzeeust8vLyiImJ4dChQ6SkpNC2bVvgyZK/k5MTKSkpnD9/nk2bNhEfH8/QoUPlvkQMfEqmtKUVu3fvpk+fPtSsWVPPkZdclUhipkyZws8//8zt27dZt24dNjY2ZGVlYWlpKXculpaWREdH4+joiI+PD35+ftSqVUvPkRuusoyk6tWrx2uvvYaRkRFarVYkMCUkitQrR3Xo8F8EmzdvxsbGhlmzZtG2bVu8vLyYN28eaWlpxZb8GzZsyKpVq7CwsGDt2rUYGxvLDw8I/6y6lFYYfBITGhrKtWvX+O677wgICCAtLQ21Wk1mZia3bt1CpVLh5uaGubk50dHRSJJEixYt5FGrUHplGUndu3ePQYMGySMoMZIqGVGkXjmqS4f/Irh48SKXL1+mb9++mJmZ4erqSqtWrViwYAEajYYWLVoAsHHjRlJTU9m4caOogSmD6lJaYfBJTGRkJLVq1aJNmzaYmppy79490tLSmDJlCqdOneLKlSvs27ePxMREdu/ezcSJE4vtPSCUXllHUiYmJmIkVQrixlp5qkuHry+5ubns3LmT27dv4+TkRE5ODjqdTr5WnZycaNSoETt37sTb2xsLCwvi4uKYPHmyWHoupepWWmHwSUxBQQEpKSn4+flhYmKCkZERx48fZ9CgQbRo0QIPDw9SU1PJz89n4sSJ8tMcQtmJkVTlEDfWilfdOnx9yMnJ4cMPPyQ5OZm4uDg2btyIubk5jx8/xtraGmdnZwDMzc2JioqicePGeHl50bRpU7H0XErVsbTC4JMYDw8PfHx85K2nr169yrFjxxg0aBBmZmZcvnyZjh070rNnT7F2/RzESKryiBtr5aiOHb4+rFixAmdnZ4KCgujQoQOpqanUrFmTxMREbt68iampKe7u7lhYWHD48GGcnZ1p3LixfNyAWHoumepaWlEl7irPHrBmZmaGQqFg165dLFq0iO+//15PkVUNRSMpOzs7jIyMOHHiBM2aNUOr1WJjYyOfGePt7Y2pqSnp6ek0adKEYcOGAYiRVClMmTKF33//HQcHB86cOcPLL7/Mb7/9Rs2aNWnWrBnw5DykolqYli1bMnLkSNG+pRQaGkpycjJhYWFkZ2ezdOlSUlNTSUhIYNu2beTl5dGuXTvs7OxwcHCQj8sQM4mld//+ffz8/IAnfbW5uTlqtZrp06ezdOlSduzYQUhICC4uLiQnJ/Paa68BGPSNVR+SkpJo3Lgx8KSdPTw8yM7OZurUqSxatIidO3cSFhZG8+bNiYqKkg+FNfR2NviZmGfl5uaSlJSEWq1mzZo1rF69WiwhPScxkqoc1XUkpQ+ilq7ymJubY2xsTL169TA2NkatVnP37l169uxJ+/btady4MSYmJjg6OvL111+L/aPKqLqWVlS54ZudnR0//PADP//8M99++22xI9uFshEjqcpRXUdS+uDv78/ly5cpKCigRo0a+Pv7c+LECezt7fn888+Ji4vj559/Ji0tjeDgYFEs/RwCAgJQq9XyESSJiYlkZmYCYGpqyuHDh+nXrx+1a9cGELVzZfTKK6/w8ssvy+d2JScnk5qaiiRJ2NjYkJSUxKBBg3B3d9dzpOWryiUxtWvXZsKECXTt2lWuIxCeT//+/cnMzKSwsBClUkmLFi04evQo9vb2TJkyhfj4eE6cOIGRkREzZszA2NhYdERlIG6slae6dvj6oFAoih2IqVar5eXPOXPmcPbsWUaPHi1/X/QbZVcdSyuqXBID8P7774s/hHIkRlKVQ9xYK1d17PBfBO7u7iQnJ7Ny5Upu3brF1q1bxdOLFcDR0ZEGDRoQERHBhg0b2LhxI56envoOq9xVyUVH8YdQvv5pJBUREYGjo6P8fdH+Zfd3N9bp06ej0+n0FFnVVl06/BdBnTp1WLduHSdPnmTdunUigakgRaUVQUFBLF68uMqWVlS5wl6h4j1+/JiMjAzOnTvHlStX2LRpkyjGqwCiSL3yaDQaJk6cyNmzZ/nmm2+qbIf/IrC2tsbJyUnefkEkMBXDysoKU1NTJkyYUKW3X1BIkiTpOwjBsPz+++/yYY/fffed6IgqyMOHD+ncuTNOTk6iSL0SrF27VtTSVTKxf1TFqg79skhihFLTaDT8+OOPDBo0SBTxVjBxY6084joWBMMjkhjhuYiRVMUSN1ZBEIS/JpIYQRAEQRAMkqjCFARBEATBIIkkRhAEQRAEgySSGEEQBEEQDJJIYgRBEARBMEgiiREEQRAEwSCJJEYQBEEQBIMkkhhBEARBEAzS/wFOphb2lrrb5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf),\n",
    "         mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'),\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Plotting additional data on the lower panel\n",
    "\n",
    "---\n",
    "It is also possible to plot the additional data on the lower panel (where volume is usually plotted).\n",
    "In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in the lower panel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7nX91CLMOnjvPvzjx/d+4qGru+czmXTkysQpHIhPu5CkgGgPOlFMBUcUKl5AmWGPHju3w8Q8++IDs7GzGjBnT+lhNTQ21tbVkZGS0PpaRkUFBQUGvx9mfaA8lWJ5uZgVWtUYa0/0LiloKRTOhIAg9k5UeQ9bAeABmnqInySKz+qCPOZs8oTt/mJKeSE22mlKnAmAu+iHMkZyYwj5NQ0VFBXPmzOGjjz7C4XC0Pu50OpFlGZ1O1/qYwWCgurq63TEkSSI10dLrseq1mpCcJ5h0rmIA7GnZWLuJXR53JRR8TszBr4k67/5QhBeQvnjf+wNx38Ojr9/3KB08MFkPwKNLnDS72iZYJoOuzc89udajj9WRY713vXXfw/m7lEZfCKufxFKyHF1CVMTOPxaq17wsh/b6w55gPfPMM8ycORO73d4mwTKZTCiKgtvtRq/3/7E6nU7MZnO7Y6iqSlF5Q6/HmppoCcl5gim9ai8aoFRJwNNN7JJ1EoO0ZuSSjZQW7MZnGRCaILvRF+97fyDue3j09fs+a6KehCiZFQe8fLPH1+m1tDTx9eRaA9m2JYHrad+s3rrvYf1dqqkMNCWgbSynfPdGPDEnhS+WLoTqNa8oakiTrLBP07B48WJmz57NlClTuOqqqygpKWHKlCmYzWZiY2MpLCxs3TY/P5+srKwwRtvHqAq6QzMIt4zq6XJzrZGmVP/Ik6gDi3s1NEEQ+p9oI/x2ir/v1aDbPwg4yekTfZo6EGkd7NuRJJpTTgPAVLIyzMGceMKeYG3YsIHc3Fxyc3OZO3cuKSkp5Obmotfrueiii3j33XcBf3K1YcMGzjnnnDBH3HdomsqQFDc+YxyqrvvZkwGa0s8GwHzg+94MTRCEfuih0w3EmiS+L/TSnHp6h9v0pIN6JI4S7Eykxto8QCRY4RKyJsLKykquv/761p9vuOEGNBoNc+bMISkpqcN97r33Xh588EHOO+88DAYDTz/9NPHx8aEKuc/TBdjB/UgtCZapOBfJ6xRLLAiCEJB0m8SvT/V358i+52tcEdrfJ9iOTqo6W+YnXJytFaxVoCoghb2ucsIIWYIVHx/PggULutwmLS2N778/XDmxWCz84x//6O3Q+q1ARxAeyReVjCtuOIaq7RhLVtGcflYvRScIQn/y6JkGjFoJR+bFuBJGh+y8Ryc4PUlsWrbtSVNmT/X0HMHmsQ3Ca05G21SKvmY37ticsMRxIhKpbD/WUsHy9iDBAmhK98+mbxb9sARBCIDkdnDdKH/n8pZFnoMpVM1vfbUvWJck6XAzYbFoJgwlkWD1Y1rHQaBnFSyAxkMJVtRBkWAJgtA9S+GXmHUSS/d68dgzwx1OpzpLnrLSY9pNH3G8IqlPVktHd6PohxVSIsHqx1orWJaeJViuhLEoOgu6+n1omsTSRIIgdM26+2MA3twYmklFj0VLchVIlSqQbSIleQpE84ApAJgPLkV21oY5mhOHSLD6MW1Dz/tgASBrcCb4Z903lq0PdliCIPQjurpCTGVraXCrzN3eswQrkqo8PdHXYvZa02hKnYrsc2Lb9X64wzlhhH2iUaGXKB60jSWoSHiPYcJQZ9IEzMXLMZavo3HwRb0QoCAI4SJ5mrDt+gBLwRfoavNxDP0p1ePuQdtUhuRz4o7teu1S2VVHzMa/Y939ERpXHQAfb/PQeIwFrL6SsPSVODtSN/JmzEXLsG1/m9pRt4MsPv57m7jD/ZShYjOSquCxpIJG3+P9nUkTADCWrQt2aIIghJGhbC2JS+9DX7+39bHoLa9h3/ofJFUBwG0fgjNpAtrGUpAkvFEpeKNS8BljMVRsImrfN2jc9a37e00JvLi68OhT9Rn5B2pITbQEvR9WJGlKOwu3PRN9XQFRexfSmDk93CH1eyLB6qdiN/wNgIbBM45pf1fiOFQkDJVbxXxYgtAfqCr2rf8hbs3TSKqCKyaHmnG/wmdOIm7V4xgrt+A1J4Kqoq/bg75uT5eHa06ZRNXEh3HFjwRJZvOD4R99t6vMQfKNf0UTZSc7ZzBKY22frjoFlSRTN+ImElY8SvyqJ3DH5uCJHhLuqPo1kWD1Q8aS1ZgPLkXRWagd88tjOoait+GOGYqhZieGyi04k08JcpSCIISM4iUh95HW/jc1o+6k+uT7QONf1sb0q1zsBliXtxdUH+aDS9E2FLUusaVtLEHbUIymuRyPfQiNGefgiT6pTTNiuBOZL7aW8NLSAgwp/vX2bBMupXbZnLDGFGkc2T/FUjAfU+kaBsy/huLp7+OJyQ53WP2WSLD6odh1zwFQO+p2FOOxf6t0Jk3AULMTY/k6kWAJQl+lKiQuewBr/jwUjYHyM1+gMbN9ZbvOBVkZsUBgyVK4J9A8Ul2zh3/l7kVRoXH7EqKGn4V13EXUrfqo03363XxXAVC1RkoumEPyojswF/1AwvKHKJ4xt8v+dsKxE6MIAyB5Gv1DW5trkJ21Af8neRpDHqu2bi+m0jX4dFZqR956XMcS/bAEoW+TPI0k/PA7f3KlNVNy0XsdJldH68mEm5EwOecH64to9iickhHNqpcfZtQAG7LRgmXMBcd0vL46ujEQqs5M6Tmv4jNEYypbi6lkRbhD6rdEBas7qsKgd8chqT6QNAxU1YB2k1BQJQ2FN+0M6dpP5kOTgzaln4Wqtx7XsVyJ4wAwVGw67rgEQQgtS9484tb8CW1zBYrGQMn5/2lXiQ53YhQM1U1uPttSAsBNp2YA8NNxqWwprsd2ymW4vQp6befvwX2tWhcMqt5C7cjbiFv3HDHrX2qdJ0sILlHB6o4k+zuKqyD5XMiKO6D/UKEhc0bIF9aMOtCSYJ193Mfy2Aah6Cxom8rQNJUf9/EEQQgNS948kpb+Bm1zBc6EsRRP/wDngMlttukPyRXAvI3FuLwKkwfHkpPk/1J56qAY3OWFaK3xnHrNrRFxrZFQ6TtS/Yif49PbMJWuwliyKtzh9EsiwQpAzYR7UWVNj/ZRZQ0144O/JldXJG9z6x9Kc+rUIBxQxhU3EgBD1dbjP54gCL3OVLScxGUPAFA18SGKLvkUV+L4oJ4jUhIFVVVZnFcJwNXjDs/3J0sSNUv9Hdztp/0U2RAVlvgimaK3UTfiFgCiN/8rzNH0TyLBCoDXmkbD4BmocmBzpKiSlobMGXitab0cWVumkpXIPhfO+NH4zAlBOaYrfgQAhsotQTmeIAi9R9NYRtL3M5FUL7Ujb6N29C/adWDua/2rupJX0Uipw0WcWcfIFFub55wFa3Hu24TGZCX67FuQ9KYwRRm56offgKIxEHXge3R1BeEOp98RCVaAaibcCwFWscJRvQIwB7F5sIUrfhQAhkpRwRKE49UyYKar/zoaTBPQgBlVIXHZfWhctTSlnUns1S/0enLU0hk8XH2Tlu2pAmDKkDjkDkbC1Sx5EwDrmAtIm/UOT33W9RfF/ty5vSM+UzwNQy4DwL71jTBH0/+ITu4B8lrT8OVcimbbJ0iqt9PtwlG9kjyNRG99HevuuYC/g3uwtCRYepFgCcLxOWLAjNrFd1tJktoMpgl0wIx921uYi37AZ4ihfOpfUPkioLDyD9R02ok7kqtXqqqyLN/fPDh1SFyH27hL8yn/5Alsp1yOMWMUr63Yxwe5hZycER3QtQXj+o+8v5GobuSt2HZ/iDVvLtUnP4BisIc+iIYyLHsW0TDowta52foDUcHqAe+ZD3XbF+t4q1f6yq3oq7b1aJ/kb+8gdt0LyN4mHJmX4Dq0UHMweOyZKLoodI3FyM1VQTuuIJxwjhgw09UAmaMH0wQyYMZQto64NX8CoOKMP+MzJ7XbJtKb+3qqsKqJojonNqOW0QM6Twq2LF5I7rO/4JZJ/hGGz36XR70ztItSH7nvkb+Hln+H83fjjh1KU+oZyN5m7Fv/E/wTqAoond9vY+kaDK+fSdLiX2M+uDT45w8jUcHqCXs6DYNnYN3zWYdVrOOpXsmuOuLW/Anbrg9QJS3F09/HmTyx2/2MpT9iLl6OT2+j9LzXcKZM6vG5uyTJuGKHYyr7EUPlFpqDWB0ThBNNzYR7sRTOR/J1XgU/Wndf2rR1e0n+7i4kxUPtiFtIOeNnXR6v5cO+rydbywsONQ9mxqKRu58o89rxaazaW8P2UgcvLO56GaBQiKT7XzPubsxFPxC95d/UD/u/DhP0QOlq9xC1/1skrwt9zW5MRcvQuOtRNAZcieOpGeN/rZoPLMZQuRVD5WYk1UfTgMk0Dzg9iFcVfiLB6qGu3iBVWUPNhPt6fExNYykDvvxp6+KrkuoladEvOXjZF/gsA7rct2X0R/3wG4OfXB3iih/lT7CqtooESxCOQ8uAmc6+pB2twy9tioeo/d9hOvgDpuLlre8bzUknU3Xq74EX2xwjkA/yvtjvaM0+f8yTB8cGtL1GlnjovJO484NN/LCnimfnb+OKMV2/vwZbpDYXOpNPoWHgBVj2LSRm/YtUnv7MMR1H8jSSsuAGdA1FbR5XJRnZ58JUshJTycp2z3lPnUnJiHtB7l8pSf+6mhDwWtNoyJyBNb/tG6T/jfDi1rW78LmJ2rsQ2efCYxuIojOjyjo89iFtOstrGssY8NV16Ov34oodRvlZLxK36gnMxbkkL7qD4hlzO11oWVezm6j936JoDNSNuLnXrvlwR3cxklAQjldPqlhtqleqgqXgC2LWvdCaVAH4dFaa06ZSedpjEOBI576uttnDzrIGdLLEuNTogPcbYDdx/zlZPLFgF//K3Utlo5tBsWbGptpJTbT0YsSRn8RWn/I7ovYvwrbrA+pG3IIn5qQeHyN2/V/RNRThjs6iYdBF+MxJNKVNxWvNQHbVYtv5Hrad76MYomkceB7O5FNwxY4gJSMNyht64arCSyRYx6Bm/L1YCtq+QfqrV/ciO6uxFH5F9KZX0DUcbLev2z6E2lG3A2AqXU1U4VfIPheu2GEU/+R9FGMMZdP+SdqnMzBWbiEh9/eUT32+zVBrQ8Vmojf+A3NxLgCO7KvxmeJ77XrdsTkA6Gt299o5BOFEEWgV68jqlengMuLWPIOhejsAbttgHCddSXPqFFzxo0HW9kplpLOkINzJwtr9NajA6FQ7Jn3P5ig8Myuey0fX87/NJXy4/nClZXiKjZsnpjM+PfCErT/xRA+hfui12He+R8yGlyif9vce7X/FyXGsuyMKVaOh/My/4koY3eZ5xRhD7dhZ1I6d1W5fk8H/xSDcr6tgEwnWMTi6iqVKWhrTzyFu9VNE7V3oX1YHcEdn4Yodjs6xH8nnQtNcib5uD4nLH2w9lopEY/o0yqc+17ows2KMofS810j94gqseZ/gM8RQM3YWqsaAbdeHxK15GulQp0Fn/Chqxv6qV6/XHT0EVdKgq9+L5HV2WlETBCEwgVSxWqpXpgNLGLDw5wB4o1KoHnc3juyru21O6S99rTrS0jx46sBju7a7zhjM2DQ7eyoaya9sZP3BWraX1PPAZ9u4cFgi145PIz3mxJs3q2bsLGy7P8ZS8AU1436FJyY74H2fO8+IVpZ4aVUzdz92Zr9Llo6FSLCO0ZFVLFWCqINLkL1NqJKWprQzcWRdQUPmxW3nzlI8WPM+IarwaxRTHG77EBqGXIzXmtHu+O644ZRPfY7k72cSvfV17NvfBtWLpCoA1A2/kdpRd4ZmOgiNAY89E31tHrraPNyHmgwFQTg23VWxWqpXii6KxB/8s7LXjryV6pN/2+0XnN78YIuENfl8isqafbUATBx4bNUmWZI4PTOO0zP90zu4vQoL8yr45+I9LNhRzoId5Zw2KIbNeyow6wP/mDxQ08R3uyvZXd5As8dHktXADaekkxrdN5I1n2UA9UN/in3HO8Su/xtl5/wzoP0M5es5b4iWepfKH5e4ejnKvkMkWMfIa01D82gFZh00PBKH5G2iceD5VEx+Al9USsc7yTocQ6/FMfTagM7RmDmDIlM8MZtexnxwKaqkwRU7nJpxs2gcPD2IV9M9d8xQ9LV5GKp3iQRLEIIgkAEzCbmPoG0qpznpFKomPtzhZMfdVag6q2T11QrDhoN1OFxeUmxG0rpIXPIP1OBT1E6fP5JeK/OLM4cwJtnKRxuK+H53JSv31vDoVzv504zhXS4Wraoq20odzH2zJhIAACAASURBVFmzn/UH6to9vySvkotHJXPJyBTyKhpIuvZpmvLX4Fj7WWuckVRlrBk7E9uuD7EUzqe69jd4orO63Sdmwz8A+McaN7VO/2ORkIyHW0gTLI/HwwsvvMAbb7zB0qVLSU5OBuCll17iq6++QlVVhg0bxhNPPIHNZuPll19mzpw5xMQcfvE9++yzjB49urNThNz1o3VIigdnwjhKz/13u2UpjpczZRIlKZOQm6tQdVFha55zxQ7FUjgffc3OsJxfEPqbTgfMyDoaMi9GX70TS+F8FF0UI37/PYV3xZ/QH1YAu8sbeGrhLgDOyopD6uL9tqzeyS8/2sQrPx1LkjWwySszYszcP+0krpuQxt2fbGHDwTp++/k2po9IwqeobCmup6bJQ5PHR8vMEPuqm6lt9nfZMOlkpg6JZ9KgGCwGLYt2VbBwZznzNpUwb1MJAMaBYzAOHIMuJoXqRf9uc/5ISEp8USnUZ1+Ffed/sW97i8opT3W5vb5qG1EHvqPRrfLXVe4QRdk3hDTBuuuuuxg5cmSbx+bPn8+KFSv49NNP0ev13HPPPbz66qv89re/xeFwcMstt3DnnXeGMswe+fVEPQB1I28OenJ1JMXU8UzFoeKOGQqIju6CEEwdDZhB1lAzdiYDFvj7XVWPv5fC2gfa7HcsH8TH86EdCRWW3IIqnv0ujwaXj8mDY/n5qe27VhzprTX7qXd5mbN6P789t2cj4gbYTfz5khHc97+tbCmuZ0txfZfbWw1aLh2VzFVjU7EaD3+sjk+P5vIxKfxvUwnf51UQZ9az69t3sZ18KdbxM5D0ZhQ1sCpbKNUPvwn7zv9izfuky9nd5eYqkr73d1r/1zo3lU2Rdy3hFNIEa+bMmYwdO5aXX3659bGsrCwee+wxjEZ/ZWbixInk5h4aHedwkJ6eHsoQe2TaYA0jEjUUOxQGTbuJHfv677fL1pGE1aKCJQjB0tGAGd+wy7Hu+QKdYz+umKGkzHig0/0jIfHpbWX1TuasOcDCneUAnJ4ZyyMXDEWn6bzZrqzeyZK8SlQVFudV8PNTMwKuYrUYEh/FG9eNY2l+Jav31aDTyIxNtTPAbsSk06Ci4lNU0qJNJFkNnVbTTkqw8NtzT+L+c7KQJYmsR86jec9aEq9+DMvIaby6vLBHcYWCO3YoTQMmYy5egXX3x9SNuq3dNpKnkZSFN6GvK8AVO4zHl64OQ6SRLaQJ1tix7ZdwycnJaf23w+FgwYIFXHrppQDU19ezaNEi5s6di9Pp5JJLLuHOO+/ssiwcSndO8FevXlnrxqOEOZhe5rWmo2hNaJvKkJ21KMYTcyizIARbmwEzsgbfSRcQ86l/KpfzXliPt5+/t3SmweXl1dxCFu4oR1FBp5G4/bRBXD4mpcOFnY/01pr9+A5VhnyqekxVLIDYKD2XjxnA5UGYkPTImF0Ht1Hxv6dJvOqPfLKphOipP6d22ZzjPkcw1Y24GXPxCuxb/0PjwPPx2o6oGKoKiUt+g7FyMx5rBiUXvk393UPDF2yEiphO7vfddx+LFi1i+vTpXHaZf3XvCRMmoNPpuOaaa6iqquLnP/85ycnJrc+3kCSp1yeJA9BrNYfPo/iIzfTfvvc2+9vfQxFDWCXkQMkGBrAfNTF0i1m3ue9CyIj7HiKJOSjDL0fa+hHKSRei/+Z3SIqHF1e5+GG/r82mgfw+QvE7C/Y5FEWlzOFEVf2J1faSel76Lp/iOicaWeKS0cn8YmommQndn7eotpml+VX4DiWmPgWW5Ffyu5/kMKCLTvGhfr07926k8ovnSL7i99hPu5rbZv2G5346HlQlMv7u4i9F2fhXdBXbyfjsJ3gueBZlxNUgSWiWP4du30JUgw3luo9Jjsvs9DA9uZbevm45gCWVgklS1dA3AA8dOrRNJ/cWLpeLv/zlL1RWVvLiiy+22+/NN99k48aN/O1vf2t9LDo6GkVR2bB9X6/HnZpooejQbLOG8o2kfX4pHmsG+vu3AsHp4xDJnVgTlt2PbffHVEx+gvrhPw/ZeY+870LoiPseOlrHQdI+nYHHkoqxaiuLC72c/25Tu+pVIHNb9cZ7SG+9Pymqyg97qnhnzQEKq5vaPZ+TZOHBc08iPcYc8DFnL9rNd7srWhMsAI0M52YndlnFCvXrveWevr1sD08u2IXbp1C18J80bPw6Yj4HZFcdCT/8FsveBYB/OSYkLabSVahIlF7wBk3p04DOX5OBXEuo7v244QORZYna2tpePxdA543YIbJy5Ury8vIAMBgMXH311SxfvhyA/Px8XK7Dc2qoqopWGxlFN1PRDwA0pZ4R1ONG8or3oqO7IPQOrzWN11eUYazaimpL5adzm7tsGoyUD2CAzUV1PPd9HsV1zT3ab29VE7+Zt4UnFuyisLoJi0FDfJSeVLuRyYNjueuMwfztilE9Sq5a+l75jrp3PsXfF6vMEXlzNE0eHMsD5/inQrBPugpkTcR8DigGO2XnvEr5Gc/iM8ZhKluLqXQVisZA5Wl/pCl9WsTEGonCnq2sW7eODRs28Morr6DX61m8eDFDh/o/yJ944gmmTJnCnXfeSV1dHf/73/+44447whyxn7nYnwQ2p04BXglvMCHisfvLwLr6/WGORBD6l6cuTuTNS00oGgMTn9tFxVGjsSIpoTrSzjIHD32xHadXYc3eGp69bCSDYv0JUbPHR7Pbh82oRXtEh3S3V+G9tQf4YH0RXkUlxqzjxlPSuXB4EvouOq4H4s3Vh/teHc2nqry1eh+/Ozfw2clD5cyseN5ec4ADJBE1/Ewat34PREjLhiThGPpTGgdfhHX3XBS9hcZBF6LobeGLqY8IWYJVWVnJ9ddf3/rzDTfcgEajYc6cOVRUVHDxxRcDkJyczFNP+efdePrpp3n00UeZN28esixzySWXMGPGjFCF3CnJ04SxbB0qEs0pU3rlHBHxh3UUz6EZ53VHLDQrCMLxkTxNzD7XP8Lt1nm1rCvpvHQVKe8L+6qb2FRUx1ur9+P0KtiMWqqaPMz6eBND4qPw+FTyKhpomeczxWZk9AAbPtU/l1RLJWnGiCRunzwIi+H4P4rK6p0szW9fvWrhU/yTft40MYMkW/iX+zryd6iRJX42IY1nv8vDPulqGrctATWyRjcoeht1I28Jdxh9SsgSrPj4eBYsWNDhc48//niHj6enp/Pmm2/2ZljHxFi6xj+5aPzoE2o0ndeajoqEtqEIFA/IunCHJAh9nm3HO8RHyaw66OWtjZ42z3WVSIUyyco/UEODy8snG4tZsKOMgqrD/aVOyYjmDxcO5c/f5rGisJqtJQ4AZAnsRi0Ol5eSeicl9c7WfQbGmvjNWVmMGhC8KkhX1asWPlXlrTX7I7KKdU52PH+atxxdXDrGweNxFqwNd0jdJvRHNg0evY1oNoyAJsK+4sgX2kePX8s9kww0p54e5qhCS9Ua8UaloGssRttQjNc2MNwhCUKfJnmaiNn8LwAei8A13CoaXGw8WMeWknq+311B86H5aKwGLSdnRDM21c75OYnotTJP/CSHcoeL4nr/aMCcJAtmvRaforKnspGtJfUYtDKDYs0MTbS0aTY8Xt1Vr1pEWhXrSFqNjGPTQmKm3ohl+FkRkWAJx0ckWD2UnRHD/nv8Q0kbM87t9fNFSpNAC68tA11jMbr6vSLBEoTjILvric/9AxpnFasOelm4x9f9TiHiU1TmbSrmjVX7cR+RtYxLs3PJyGQmDY5t119KkiSSbMZ2iYtGlshOtJDdi0PwA6letYjkKlbT9qXETL0R00mTkHRGVI+z+53CQFSnAiMSrB6aOlBDqk2moEZBTRwf7nBCzmMbhKlkFbr6ffRszJAgnEAUH7Frn8VUvALZ04DsaUDyOmkceD6Vpz2OqXQ1Cct/j7apFFXW8btFjYD/i1RqogWToePm91B80VJVlScW7GR5QTXgbwIcPcDOqYNiGBIf1evn76lAq1ctIrmKtXTFRm54Zx3ojZhPmkTj9iXHfKxI+3J+IhIJVg9dN8r/xvffLR5+1gszygcyz004eQ5VrURHd0HohKoSv/JR7DvebfeULW8uUQe+R+P0Jy/OhHGUT32WN25pW00J54fixqI6lhdUE6XX8NB52Zw2ODZssQSiJ9WrFpFaxfLPQO//d9Tws44rwWoR7kQr3OcPJ5Fg9YBeA1cNOyLBCnM84XA4wRJTNQhCR6I3v4J9x7soGgPlZ/0Vd3Q2it6KxllD4pJ7MNTsRNEYqT75AepG3AyyJtwht/He2oMAXDMuNeKTK0VVWZpfhYSErge3UVVhSV4VD5yjdrvsTqi0zOEFoCo+jIPHIZvtKE11IYvhRE6GeoNIsHrgwiwtMSaJjaU+dlQerkefSC9Gj1VUsAShM1rHfmLXvYCKxNXv1zDv0etb3x98UckUXfoZloIvaE45Fa81o5ujhd62kno2HKwjSq/hstEp4Q6nW7IkMe/WiXiUnk9poJPliEmuoO36ic2F6zEPOYWonDNwrJ8f5sgOC2bLyomQzIkEqweuGua/XR9s9XSzpV9/fAG1VLC0jv3+eVqksC8GIAgRI2b935AUD46sK5i34612z6taI47sq0MfWABUVWXOmgMAXDY6JShzU4WCSa/BRGRVAXvq6BnoG7ct8SdYw8/qMsHqzc+YniRT/ekzLpjEp2OAtDLMyPY3D971r5UdvqCOZcmAzvbJP1ATkS9aVW/FZ4xD9rnQNJWHOxxBiBi6mt1Y8+ehSlqqx/+m2+0jbYmRFYXVrDtQS5Rew5VjBoQ7nBPKkdUrgIRLHgDAkJqDNjq5s916TUevy770ORUpRIIVoDMHaogxSbijT2pdMiYUIvEF7LGJGd0FoQ2fm/iVjyGpCvU51+K1Bd78FwlJlsvr4+UfCgG4+dQM7CYxiXCodLZ+YouoYWeGPRnvzXNnpcd0Omq2r+sbNeAIcFmO/wXQOPD8brc9+sXYURk3Et5Uj5XHNghj+QZ09XtxpkwKdziCEF6Kj8Sl92IuzsVniCHntlcobXg53FH1yMcbiil1uMiMM3PJqMjve9WfdDcKMmrEWdSt/LDb4/Tlz5T+SlSwAqEqXJbjz0UbB13YK6forlIV7m8wR/LYBwOgr90T5kgEIcxUlfgVj2At+AJFZ6H4oncobejZlAHh5lNUPt9aCsAvTx+MRo6cjt/9XSBzeOni0tHYEkMXVJBFYitMqIgEKwD6qm2k2WQO1Cm44keFO5ywc8cMBUBfsyvMkQhCeMX+OBv7zv+iaAyUnP8f3H3w/WHdgVqqGt2k2o2MS7OHO5wTSqBzeBnTR4QgGiHYRIIVCFmP06vyr3VuCPKw3r6Y3R9OsHaHORJBCB/rzveJ2fwKqqSl7JxX+mxz+cKd/sEqFwxLRIqgaQv6u57MQG9I6zrBCqR1I9StIF0tEB0prTG9TSRYAXDHDsX2jIOnf3CHO5SI4LFmoGiMaBtLkF2hmwRPECKF7Koj7sfZANzyqYMBU64KeN+jP2DC+QWrweUlt6AKCTh3aN9thuqLejIDvSFteC9H0zv6S7/jYyU6uQfI0/N57PovWYM75iSMlVvQ1+zGmXxKuCMShF4neZ1Yd3+IO3YY5n2L0LhqWLrXy1sbu54Xr7O5iiKhcr04rwKPT2V8mp0kqyHc4Zwwerp+oj4+A9lko6ze2SvrJ4Yq+TnRkiyRYAnHxB0z9FCCtUskWEK/J7kdpHx7O6aSlW0ev+8bZ5giOn4en8IH64oAuGh4UpijObEcy/qJhrThresnhjtRCcaXg0hfdzcYRBNhgPIP1NDsCmwG984Eo+05UtqvRUd34UShdRxkwFc/w1SyEq8xHp8hGoC3N7lZV9J3S9tfbiuj1OFiYKyJM7Piwx3OCaPt+ond/9cyqNOYNoIleVUo3SRmx9Ovty/2CY5kooIVRCdCRt7CHXsowaoWCZbQf0UVfknCDw+icdfjsQ2k+KJ38RnjMZb9yB1PXdZu+77yt9/s9vHOj/5lcW45daCYmiGEerp+4saDdTy+YBeGtBHk/eknZP+plwPsgki+ekYkWL2oPydcbSpYqhr00ZWCEE6axhLiV/wRy76FADRmnEf51L+gGP1/y6mn9Ty5iqT3gddX7qO22UNOkoUpmbHhDueE05P1E0/OiEZVfOiTMpG0elRvzwZbHf051B/XyI1UoomwFwTywu3rpVifOQmf3obGVYumWaxJKPQfkqeR1M+vwLJvIYrOQsXkJyk977XW5CpQkfo3vmBHGZ9uKUErS8w6I1NMzRDhzHotnsr9SBot+qQhbZ478vUVzNdbpL52+xqRYPWS7mZl7/MkCXdsDiCaCYX+JXrzq+gai3HFDWf/VYuoH37jcVdoI+XDauPBOl5c4l+B4ddnZjIs2RrmiIRAuIr977H6AUMD3icYSVLLMXoz4QpG/+ZIJRIs4Zi5o7MB0NfmhTkSQQgOTWMJ0Zv/DUDF5CfxRR3/unyRklytP1DL7+dvx+NTuWRUMtNHJIc7JCFA7hJ/gmXoQYIlhJ/og9WHhbst3RPtL1fravPDcn5BCLa4tX9B9jlpGDwdV9LJ3W7fFyZSzK9oYO7GYhbnVeJVVC4clsisMzLDHZbQAy0VLENK302wIuWLRiiJBCuE8g/UROyb8LFwR2cBoBcJVv/k85Cw9H407jqaUybjyL4SRW8Ld1S9Rl+9C0vePFRZR9UpD3a4TSBfaiLpg2TNvhoe+XIHPkVFAi4fncJdZwxGFv2u+pSt6zZy2WurabInoomKwdcYOa8xoXMhTbA8Hg8vvPACb7zxBkuXLiU52V+ifumll/jqq69QVZVhw4bxxBNPYLPZcLvdPP7446xduxaNRsO1117LjTfeGMqQgyKS3nCD6XCCtSfMkfQ/2vr9IMl4rWlhi0HO/wZb3scARO37hqi9Cyie8WHY4ultMeueR0KlLudneG0ZPd4/0L/zUL0f7Ch18PjXO/EpKufnJHLDKekMsAd/FnCh91U2uHAdmvZdP2AozXmrwhyREIiQ9sG66667MBrb/oHPnz+fFStW8Omnn/L111+jKAqvvvoqAG+99RZ1dXV8/fXXvPfee7z11lts2bIllCFHjKM7GUZCJcwXlYKii0LjrEJ29s8kMhwkbzNpn80gfd4FaOv2hi0Ozab3AHAMuRSf3oapdBX6yv7592eo2OQfNagxUjN2VrjDOS5en8JHG4q4/7OtOL0K5+ck8ttzskRy1Ye9tWY/PsU/wajoh9V3hDTBmjlzJnfffXebx7KysnjssccwGo3IsszEiRMpLCwEYMGCBVxzzTXIskxMTAwXXnghCxYsCGXIQlckCbfd3w9LNBMGj6lkFRpXHbKngaTFvwJf6BcZ1zSWIu/5FlXWUTnpjziyrwbAvv3tkMfS61SV2EMLN9eNuAmfuf2yMZGygkJnyh0u3lt7gHvmbeGK/6zhX7l7cXoUzslO4L6zh4ipGPqwsnonS/IqW382Zow5puOIqRdCL6QJ1tixY9s9lpOTQ06Of7i/w+FgwYIFTJs2DYDCwkIyMg6X6jMyMigoKAhNsEJAPIeaCUVH9+AxHVzW+m9j5WZi1z0f8hiseXORVIXGjHNRTHHUD7sBAMuez5CdtW22lTyNaBrLQh5jsJj3L8JcnIvPYKd29C/CHU6Pvb1mP9fNWcsbq/azpbieRrePtGgjf5oxjN+fn41WIwaL92VvrTm8bqGv2YFhQDaGtBFhjkoIRMR0cr/vvvtYtGgR06dP57LL/LMkO51ODIbDK7wbjUaam5vb7StJEqmJll6PUa/VBO08x3qcZpcHk0EXlGMFgyZtOOTPI9a9D1svxRHM+94X6Et/AMBz9h/RLn6C6G1vYDrrbrAkhiYArxN9/kf+WE692X/vE0fhG3w2msLFpBe8hfesR5DKtqBd/jzynm+RvE58I67CO+4mNLu/RKr298tTUk/BN+lXoNGBqqL58d9oV76Id+Iv8Z3269BcT1e8LvSf+NceUab+jpSM9IB2O5bXY6Bz/fTk9f7Wir3MWXMAjSxx/vAkZoxKYXSanQSrofudhTYi8X2mqLaZpflVHOp+hWPd50Sf/n/Yp1xL+Yd/IDXRcsxzSHV0reG6/lDdeznES0JFTIL1/PPP43K5+Mtf/sIDDzzAiy++iMlkwuVytW7T3NyM2Wxut6+qqhSVN/R6jKmJlqCdpyfHWbu/hn/+UEhGjIkLhrX/kA3FtXfGrM0gBXAXb6ekl+II5n2PdNqGIgZW5aHoLOwffAPJBSuJ2vcNTcv/Tc34e0ISQ/zyhzHW7kOJzeJA1Mlw6N6bht7CgMLFaFf8FdeBzZiLfkBS/M2XqqxDs20umm1z2xxLk/8N3p3f0DDkEqL2fYOxyJ886hY/To3HiCPnupBcU2eiN72CsaYAd3QWB9Kvab3W7vTm6zHQ13tuQRV/XuAfvn//tCzOz/G/N7ibPRQ198+JG3tTJL7PzF60G+8RaxY61n6O7ZTLMQ0ax+c/7j+ueI/ct6XpMFzXH6p7ryhqSJOssNeOV65cSV6ef6JKg8HA1VdfzfLlywHIzMxs0ySYn59PVlZWWOIMl7kbi3joi+3sr2lmeUE1f/hyJ9FTfx7usFodngtLjCQMhpbmweYBk0HWUTviFgBs298Bn6urXYMiqmA+9p3vosp6PJe9BvLh9dKa06ZSPvV5VFlH1IHvkBQ3dTnXs/dnq9h/5SIa08/GY0mjdvhNlJz3GmVnvYjXnISp7EcSVvwBc9EP+Ax26g41NybkPox190e9fk2d0VfvJHbdCwBUTnoU5MOV4Ujvc+X2Kbz8g7+v6m2nDWxNroT+o6Xvle+INaEVVyOO9fMB+HfuXtRDTYdCZAp7BWvdunVs2LCBV155Bb1ez+LFixk61D9K4qKLLuK///0vZ555JlVVVSxcuJDXX389zBEfn550MtxZ5uCV5XsBuG5CGma9hv+s3Idt4uU0bP0Ob/XBXooycB7bQFRJi67hIJKnCVXXvsIoBM5c5E+wmlKnAuBMmYQrdjiG6u1Y93ze2tm8I1rHQfS1eTQnn9r6e5C8zURvehWPfRANQy7rcskXbf0+En7wz/9UOekRrMmj21V0HNlX4bFlEL35X9RnX0PToAtanyu94K12x2xOPYOY9X9F9jThih9Jw+AZ+KKS8JkSiF3/AonLHkBftZ2qUx8BOYRvRz4XiUt+cyhJvK518ea+0gn4i62llDpcDIw1cc241HCHI/SCN1cf7nvVYuDv5rf+e0tJPWv213LqwMj9InCiC9k7WmVlJddff33rzzfccAMajYY5c+ZQUVHBxRdfDEBycjJPPfUUADfeeCMFBQVceOGFaDQaZs2a1doh/kSwNL8KgEtHJXPraQMBKKlz8uX2MmLPvYPyjx4NZ3h+sg6PfRD62nx0dQW440eGO6K+S1VxbpuPxSzTlOZPsJAk6kbeQuKy+4ld+xea0qZ2OMpNdlaT+sXlaJvKUTRGmtLPpmHIxf4msENTK9h2fYhPb8NYsYm6Yf9H7dhZIB0qYvtcJH0/E43HQcOgi6gfdiOdrVLnTJ5IafLEgC7JZ4qncsrT7R6vGX83XnMiCSv+QPS2N1G1ZqpP+W1AxzxextIfiV/5RwzV2/HYBvqTO14NybmDocHl5d0fDwBw22mD0IS4X4nQ+8rqnSzNb1u96sg/lxVw8v+NF6+BCBWyBCs+Pr7TKRYef/zxDh/X6XQ8/XT7N+cTgaqq5Bb4E6wzs+JbH7/ltIF8sX4PpsHjMWWeTHPB2nCF2ModnYW+Nh99bb5IsI6DtrGYeLNMVZOC13p49Kwj6zKsuz/CVLqG5G/vwJUwBlPJSqomPkRT+jRQVRKWP4S2qRyfwY7GVYdl79dY9n4NgMeShuxpxFSysvWYceuex1C1jbqRt6HKGmLW/w1j5RY81nQqzph93IsbB8KR8zO81nRSFtxA9KaXaUo9HeeAyb16Ttv2t0lY8QcAPFEDKJ32T1RdVOvzkdws2OLD9UXUO72MGmDjtEGRH6/Qcx1VrzpSVOfk8y0lXD5mwDGfK9xLrvVnYW8iFDq2v6aZojonVoOWkSmHlyeJNumoXfEBsdNuwz7l2ohIsMRUDcGhr9oGwIZShcFHJjiyjtJzXiXts0swVmzEWLERgMTFd3Pwsi+J2rcQy94FKDoLBy+bjyrrsObNw5r3CV5LKmVnvQiAbfeH+AwxqLoo4nMfxrJ3AZa9h7/0KFoTZWf/A8VgD9k1N6eeTs3YWcRueImkJfdQMeVPNGVMO1xZw1+dsxTMx1SyEkPlVuqzrzlUfetZEmjZ8xnxK/xV35qxs6gZOwtVawrq9fS2igYXn2wqBuD20waK+a36oUCrVy1eW7mPkzNiSI/pW6/lE4FIsCLUisJqAE4bHNuu/Nuw8Wvsk67GMCAHQ/qocITXhliTMDgMVdsB2FDqY/BRzymmOErP/w/xuY/gjh2K1nGQqINLSPvfT9B4HABUTH6ytfJVO3YmtWNntjlG7Zi7Wv/tih9J9OZ/Y6jYiMZZRcOQy6gdeQu+qJTeu8BO1Iy7G1PxSkxlP5Ly7a34jHH4DHZUrQlVY8BQubV1tCJA3Lrn0Lhq/U17ASYYlj2fkbjkXiRUqk55iNoxbee7avn2fnQF6+ifw/0t/501B3B5Fc7IjGNESv9dF/JEFmj1CkACXF6FZ77dzUtXjup0zjO3V+GLraUMjovMPrJl9U4+Wl/EpaOTMWg13e/QR4gEK0K1NA9OGRzb7jnV48Kx7guiz7ge+6SrQh1aOyLBCg5DSwWrxMdvOyjbu2NzKL7YPw2C7Koj7X8/QddwEJ/OSuXkJ2g46YqAz+WxZ1Jxxp+DGP1xkLWUXPQOth3vEb31dbSNJWicVa1Pq0g0pp1F46ALAfz9tra+js8QTe24X3V7ePvW/xC/6gkAasbMbJdcBSLciRXA7vIGvt5RhizBraf1fK1EIfL1GEQXZQAAIABJREFUtHrVkobtKm/gkS938NB52dhNbedJLK5r5okFu8iraMSgldFY4/E5KtsfLIwe+t9WVuypIsVu5IwhceEOJ2hEghWBqpvc7ChrQK+RmZAR3eE2jvVfYjv1SkyZE9hT2ciQ+KgOtwsFz6HlcnT1e0HxhnY0WD9yZBNhdxSDnZKL3sGSNw/H0GvDuih0MKhaE3WjbqNuxE1om8qQPE3I3mYkbxMe28A2lTWfKY6Ub28nZuPfacycgcd+dL3vsKg9X7QmV5UTH6Zu9B29fi29obrJzaNf7UBR4fLRKaTHRGYlQjg+PaletZAl0MgSP+6v5RcfbuTOKYOZkhnL1pJ6vt5extL8KryKiiz5q10xZ99C5efPBq2/YV2zhw0H6zh1UAwmXc+rTzvLHKzYU4VZp2FMav+qyopPwgi0/oB/KZIxqbZOX7CK00HTzuVYRp/HVbffhWPt52H7lq3qzHgsqegaitDV72udG0sInOysQddQRKNbZXfV4QSrqw6oHnsmNSffH7IYQ0LW4rV0Pe1A08DzcZx0Jda8T4jPfaR1AlZn0sltmgx1tXtIXP47ACon/ZG6kbd0e/qj73MkdHpvcHl57KudVDS4GZFs5Y4pg8IdktALFFVlaX4VEhI9yVNUFVBhWJKFHWUNPLlwF1pZwntocWhZgnOy47l2fBqz5m6GYVNxbPgK14GtAR2/3unhx321FFY3UdHgwqzTkGwzEG3SU9fs4b/rDuJweUmLNvLw+UPJ7uGM7O+t9U83dOmoZGxGXTdb9y0iwYpA6w/UATA+vePqVQtXyW4so89Dnxj+hMYTneVPsOr2iATrGLQ0D24u86GIuQO7VTnx4UNrCC7HXOyfmNgx5BIqT3sca/5nmIqXYyxfj+xp5P0tHq57/D7yD7RNsLLSYyKi6a8rhVWN/PGrnRTVOYmP0vPYRTnoxdqC/ZIsScy7dSIeJcD2wSPoZBm9Vubr7WW8vWY/VU0eBsaamDI4jhkjkkiyGQH42YQ03lq9n5izbqL0na6/nDW4vLywOJ8f9lR1+55kNWg5WOtk1tzNnDkkjrOz/SPfnR4Fp1fBZtQyPNlKrFnfuk+5w0VuQRUrCqsx6mSuHHvsIyEjlUiwIoyqqqw/6K9gTegmwXKX+WdP1yeHP6FxR2dhPrgUfW0+TQPPD3c4fU5PmgcFf6f/iinPEL/6SbzmRPS1+Vj3fI6lYD6SevgeOuNHccf83Db7HlmVitQkq7rJzbs//j979x3eVnk2fvwryZIs720ntpPYzt6TJEDCCCOEEKAUSIEkBN42L0kppUBpeVveFwrlB23pAAK0QAJltGWWhGIIZEHIgBCyhx07w3vbsi3JGuf3hzzixEO2JR3Jvj/XlYv4SDrn1kGxb9/P89zPaT46WIrDpZAZH8YjC0YTF27o/sUiaJkMOkz0fpL3wvEpXDkmiYYmJzGmc6tBN04ezMubD2AcPBrD4NE0FR3p8Dynqhv51frDFNZa0Wk1TE2LYsKgKBIjjFjsTkrqrNRaHTQ5XMwbmciMoTH8ddtJPjxQzMacCjbmdDzHKzZMT1KEkfJ6G1WNbds5LZ6RTmxY//tsS4IVYApqLJTXNxFj0ne74sNefhLF5UQfn44mRN0Pp0x075vWCe4lTpUjCR4NmVfTkHk1AIbKQwz69A5CGoqxJk2ldswSbAkTsEdnUn93QpfnCbQkq7jWwn//4zsqG+1ogAVjk1k1J4PQXsxvEQOPXqclxtRxlTNUr+O2C8fy1u4ComZcR8W/z13ocqjEzEPrDmG2OciMD+PRq8cwqLkC1pW7L8rkpimDWXeghKNl9RhCtITqdRh1WsrqbRwuNVPdaKe6ObEKN+iYlBrNrGGx3DE3k9LKxr698QAkCVaA2d08PDglLRptJ0vQz1xSbq8swJA4FH3iMH+F2CHphdV7GoeVsEL3MNc3Rb1PsAZyw8Cm+LGcvuFTQuqLaYobpXY4vWZpcnL/O/uobLQzNiWSn12SRUa8egtYRP9zYUYsb+0uIGzkbHRRSTjrygD3HLDNORX8YVMuVruL8zPieOiKkT2auJ4cFcp/nT+sw8ecLoXKhiZKzTbiwvQMig5t/RnXWXuJYCcJVoDZfdqz4cEWTaXHMSQOxZCs7jBhWwXruHvWpTRA9FjE8X+js1Ziix/HdyXubuud9WUSnXMZomiK63wVUqDfS6dL4bcbjnGkxExaTCi/XTiWyFD5Fi28698HSgDQaHXEX7mS8g+e4O8bD/HDt77jRJW7inTF6CTuv3S4V7fg0Wk1JEUaSYo0eu2cga5H/3pdLhebNm3i+PHjXHHFFcTFxVFXV0daWnAvEQ8U1Y1N7GmefzU1zbNu2k2lx2H8pRiSM30ZWrdcoXE4Q+PQWavQNZao0rAyKCkK0QdeAaBm/H8B27t+vvArf1YDX9p+gq/yq4g2hfC4JFfCB0rrrGxunh/ltJgxZU5n0q8+5H/WHwYgKdLILdPSuHpccqcjKMJzHv8LLi4u5rbbbqOoyL1Nw9ixY6moqGDFihWsWbOGiRMn+izIgeLFbSew2F3MGBLTuuqjK7mnq9lbWMvP3j+gegULoCk6C5O1CkN1LhZJsDxiKtqGsfoIDlMi9ZkL1Q5HqCC3vJ7sw2W8v68YnVbDn2+eTFrEwPktX/jP2l1tfbZKXn+ApBv/j2pSMOm13D5zCNdOGIS+nw7XqcHjO/nQQw9htVpZuXIlSvP/oNjYWMLCwvjd737nswAHiu8KatlwtBy9TsPdcz2vRrU0GDUkDsPhaftfH7HLRPeeURRi9q4GoHbsUtD5dqHC8PTYgB8m84Xc09VdVqLUnLP2wpf5rPjnXt7fVwzAPRdlMiuz/3SyFoGjpXrV8mPCUVVAyWs/4/aZQ1hz61S+PzlVkisv8/hu7tmzhzvvvJMf/OAHrceysrJYunQphw8f9klwA0VlQxO/35gDwC3T0kiN8XzTzghjCPbqIjQhBvJUXoXRMg9LXysJlidMhVsJK9qG0xBF3ZilaofjNWcncoGa2HWXePnau98V8fZ3RYRoNSwan8Iz35/I1eNSVItH9G9nVq9auCx1FNdaSZSKqU94PEQYGxtLUVFR6+7tLf89cOAA4eGyyqW3zFYHD354kOI6GyMTw1k8tefz2ayn9qOPHczXp6p73EXXm6RVQw8oLuJ3uZdI10xehSvUs0UNwSQQk6pAsTW3gue/zAfg5/NGMG9UosoRif7s7OoVwNAH1wOwKaecZTOHkDyAJp/7i8cVrNmzZ/PGG2+wfPlyNBoNf/rTn5g3bx6ffvopc+fO9WWM/dap6kbufW8/+ZWNpMeYeGLROAwhPS/RWnJ3AbA9v8rbIfZIW6uG46rGEQwijn+IseoQ9vDB1I693afXCtQK0kB1sLiOJzbkoAB3zhoqyZXwua72OHQqCmt3nvRzRAODxz/NH3zwQaZNm8axY8dQFIX9+/dTWFjItGnT+PnPf+7LGPulr09Wc9e/9pJf1UhaTChPXTuuw867nrCe/A7F0cSR0nqqGpu8HKnnHBGDcYWYCLGUo7XVqhZHMAjP/w8ANZPuQgnpfkGDN/W3hCuY3k+Z2cavPzpMk9PF1WOT+cG0rvddFKKvSuusbMltX706k9MFm3MqKK2z+jewAcDjIcLo6Ghef/11jhw5Ql5eHqGhoWRkZJCR0flO9qJjliYnv9vobuZ26YgE7r0kizBD75dkK3Yb1pP7MGVNZ9eJauaPTfZitD2g0WKPzsJYeQB9TQ625OnqxBHoFBemkh0ANKZf3O6hgdgk1Fu668geCL3F1h8sodbqYGpaNPdcnNU61UIIX+mqetXCqSis3XWKBy8b6aeoBoYejUft3r2bI0eOsGDBAi699FI+/vhjdu7c6avY+q1/fFtAZUMTo5Ii+OUVI/uUXLVozHX/f9h+Qt1hwqbmjZ5lHlbnDFVH0NlqsUek4Ygc0qtzBGLVRo2Yzr5eoN2TMymKwsZj5QDcMj3Nq00chehId9WrFlLF8g2PE6yNGzeybNmydgnVl19+yfLly9m4caNPguuPSuqs/HNPIQCr5mR4rZmb5fg3AGw9UohdxXYNMtG9e6Zid/XKMmiWV87X28RGrWTEW4lYd+fo7DpqrR48XFpPcZ2N+HADEwd71khYiL7wpHrVoqWKJbzH4wTr2WefJSUlhRtvvLH12D333ENaWhrPPfecT4Lrj17cdgK7U2HeyETGDep8W4+ecprLcdSUoDWYKKmzee28PSV7EnYvtDnBsnopwQoW/qpwBWJ1D2itXl08PEGqV8LnPK1etZAqlvd5nGDl5eWxZMkSpk6d2nps5syZ3HLLLeTl5fkkuP7mu4Jath6vJDREyw/PH+r18zvq3N/Ay+vVS7Da7UkoznXG/CtvVbAGOrX7WXnC6VLY1LxFybyRCSpHIwaCnlSvWkgVy7s8TrBiYmLYunUrFoul9ZjZbObzzz8nIkK93kvBwulSeO4LdyK6eFqaTxq7Oczub+Dl9eqtJLRHDcOlM6I3n0LXUKJaHIGq/fyrdLXDEX7yxfFKaix2UqNDVe1VJwYGl6KwJbcSDRr0Os//aNCwOacSVw8TM9Exj2dXL168mD/96U/MmjWLwYMH43K5KCoqwuFwsGLFCl/G2C+sO1BCXmUjSZFGbpoy2CfXcLYmWOpVsNAZaEy/hIgT2UTkraN2wg/ViyUAmQq/AOCNL/NY/kDXq948ceZQ2Nmr5M48d+7par8PmwXCqr1AYHe6eHmHu8/QjVMGy8pB4XNajYb37jwPu6vn83H1Wq1s9OwlHidYP/rRjzCbzbz++uvk57s7EIeEhHDLLbdw9913e3QOu93O008/zSuvvMKWLVtISXFvC/Hcc8+xfv16XC4XY8aM4Te/+Q2RkZGsXr2aV199ldjYtm/QTz31VNBtLF1eb+Pl7e5vsCsvzMAYovPJdRx17gSrTM0EC6jPWuROsI5/KAnWWSLyPwLgw6MOv13T18NnfUmgOkoG+5t1B0ooqrWSHmNiwVjZCkf4h8mgw4RvftYIz3icYGm1Wh544AHuueceTp48idPpJD09vUfb5KxcuZLx48e3O5adnU12djZvv/02YWFh3Hfffbz00kvce++9mM1m7rjjDtUrZKVmGw//5zDLL8hgVlrPVv8oisJftuTRaHdyQWYcc7K8v5FrS3XCaXbPwapQcYgQoDF9Hi59BKEV+9DX5mOPll5pACHmU4SW78UVEsbHuXVqh+Mz/kqWuruOGlW7s1manPz969MA/PD8oTK5XYgBpMs5WF9//TUVFRWtf//666/Zu3cvNTU1mM1mDh061HrcE6tWreKee+5pdywrK4snnniCiIgItFotU6ZMISfHvfGx2WwmMjKyN+/Lq+ptDnLLG/i/dQfJq2jo0Wu3Hq/kq/wqwg067p6b6ZP4SuusTPzfbJzmSkD9CpYSEkrDsCsB95Ywwi0iz129ahh6GVYPC1jBMIFbDZ6uFFT73m3MKafO6mBMcgTnZ8SpGosQwr+6rGAtXbqUxx57jBtuuIElS5Z0OndAo9Fw6NChbi82efLkc46NGDGi3ddbt25lxowZANTV1fHZZ5/xzjvvYLVaWbRoEStWrPD7HIashHCuHpfMRwdLefKzHJ69cSJ6XffrA8xWB89udU9s/6/ZQ322Y/naXaeoszkCYhVhC3PWtUTmvEtE3jqqp97T/QsGgIg89+aq9RkLgdfVDcYL1K4OBYOPDpYCcO2EQTL3SogBpssEa/r06SQkuJcUtyQ9vvT8889TWVnJkiVLAJg2bRp6vZ6bbrqJyspKli1bRkpKCtddd12712k0GlJ9vDLn0evGs7/YTG5FAy/vOsWji8Z1+Q3T5VJ4/sODVDXamTokhhWXDEfrg+GBwhoLW3IrURRwWepQHE3UYyAmOpRwY987xPda/BUomyIx1OSQaqyG6N6vmDOE6Hz+/9fXNFXHMVYeQDFEEDv16tbj3nxfZ5/Lk3N39Zze3vezX2Ox2QEwGdvvtXlmgtbb+9DV69T+zBwsquNoWT3RphAWzx5KqN6z+TD94fMejOS+q8df994XP4O70uVP4L///e8d/t0X/vCHP7Bt2zZefvllwsLCAFi2bFnr48nJydx8881s2rTpnARLURQKy+p9Gh/Ak9+bwLI1X/P27kIcdher5mSck2QpisIH+4p5d28xxXVWQrQaVl2YQXEPhxY9jumzYzjOWCniMFegjx3MvhNVDIkN88k1PZU86AIiTmRj/u4/1I25tdfnSU2K8Mv/X19K/vxRjIB56FWUV7WND7YkHd4Yyjr7Hp197o5W9XV1X3t73/31ms5e1/I+1f7MrGluy3LZyEQqqy3dPLtNf/i8ByO57+rx1713uRS/Jlke98GaMmUKb7zxhk+CeOaZZ/j222957bXXiItrm6eQm5uLzdY23KUoCiEh6lVlpgyJ4dEFo9FrNby/r5g3dxe0e1xRFJ77Ip9nv8inuM5KUqSRBy8bwbA43yQ6pXVWNue079TrbFlJaFZ3ojtAY9rFAJgKtqgbiMpMhV8Skb8eV4iJ6mn3dvgcf3Yf99W8JLXni6l9/TNtPFbOJ0fKALh6nKwcFGIg8jjBmjNnDjt37kTxcgOygwcP8sEHH/DCCy+c07D00UcfZe3atQDU1tby/vvvc/HFF3v1+j01Y2gsv5o/Cg2wZscpvsp3b67sUhT+vCWP9/cVo9dqeOjykby+ZBqXjkz0WSxrd53bqbel2eid//0jn13XU5a0uQCEFW0Dp/oJnyqcTSR89TAA1ZPvxhGRqnJAwlecLoXdp2v43ec5PP7pMexOhe9NGsRQH/2CJYQIbB6Xg+Lj48nOzmbu3LmMHDkSk8nU+phGo+GZZ57p8vUVFRXcdtttrV8vWbIEnU7H9OnTMZvN7fY4TE1N5eWXX+bxxx/n4Ycf5r333kOr1bJo0SIWLlzYk/fnExdmxrN81hBe2XGKJz49xo8uGMqR0nqyD5dh0Gl5ZMFozhvq22pER9UraGs2GhLp/XYQPeWISKUpZgSGmhxCS7/BaUpwt2zQ6rt/cT8Rc+AVDLXHaYrOpGbCf/X5fIE4sTxQqkZqsjtdPLT+EN+ergVAq3H3vLtu4iCVIxNCqMXjBOutt95q/Xt5eXm7xzxZHZOQkEB2dnaHjz322GMdHk9PT2fNmjWehuhXt0xLI7+ykU05Ffxps3uuhTFEy2NXj2FqeozPr9/ZPlMtKwl1Ub6rnPVEY9pFGGpyGPTJ7WidNmzx4ym57HkckUN8el1NUz2J235JaNl3aOyNmEfdRNX0n4MfV3LpGoqJ3fNnACpmPwI636wiDTZ96U8ViI1JFUXhT5uP8+3pWmJMehaMTebSkQlkxHveI1AI0f94nGD99re/lWXGZ9BoNDx0xUguzIxn7c5TVFua+M2CMUxM7Vkj0t7oapf0tgpWAqV1VpKjQn0eT1cahlxGzIGX0DptKJoQjJUHSHv/akovfRZL2kVEHfo7YQWbqTzvIewxWR6d01T4JTF7n6dm4orWYcgzaRxWBn16Z+umygCxe1fjMkRSM2ml195bdxJ2PIbW0Uj9sKvaxentKlRfko1ATFg6EoiVuxbv7S0m+3AZxhAtT1wzVvYaFEIAPUiwFi5ciMPhaF3hJ9z7PV08IoGLhsfjcCke9cbyhq52SW+Zg6WLTGDtrlM8eNlIv8TUGevg2RRf/jIuQwRNsaNJ2no/4ac2MOiT5TSmXUz46c8BCC3dTdnFT+MwJYLWgD1iMIrh3CazxrI9pGz4L7QOC6biHZTNfYr6ETe0PUFRSNr0E0wlO3CEJVFy2d/Qm0+StOke4r9+EnvUMBoyFvj8fZ85sb1y1q87fI43Oo0HemLU3xXVWlv3GfzFZSMkuRJCtOo2I2hoaODee+9l6tSpTJ8+ndtvv52ioiJ/xBY0NBqN35KrrqpX0LaKMCQqkU3Hyimts/olrq40Dr0M66BZuEJjKLn8r1RPWoVGcRJ++nMUrR5r0hR0tmoGfbKc9A8Wkv7eFWS+Np7BHy1Ga6ttPY+h6iiDPlmO1mHBFjsKjeIgecvPCDv5WetzQkt2EXHyE5yGKIquegNb0mTqs66lasYvAEjaej/6mlzfvuEgmNgeSCvugpV7G6zj2Bwu5o1MZO7wBLVDEkIEkG6zgtWrV/Pxxx/jdDrRarXs2LGD+++/3x+xiQ50Vb0CcFnNuGyNaI1hOBX3SsOAotFSNePnlM15EkvSNIrnv0rhwneonrCCpugsbPFjaYrOwqUzYirezuD/3AK1pzGWfcvgj25CZ6umIf0SCq7/iKqpPwMgYccjaBzuRDJm72oAasffiT22rXpXM3EF5sxFaO0NpHx+Fxp7o3fej8vZ+ldD5UGi979E4rZfeXVie3/R35K67MNlfH2qhkhjCHddOEztcIQQAabbIcJ169YxadIk/vrXvxIeHs5TTz3F3//+d44fP05WlmdzZoR3dFe9GvqgeysWW0kuxpThuBTYnFPB7ecNUXUuVkfzfMyjFmMetbj166qZD1E186HWr3X1RaT+ZzHGygPw3GTSmo83DLmM0kufA62e6skrichbh6Emh+iDr9CYdgnhBZtxhZioHdvWpBYAjYbyOf8PY+VBDNXHiPv2j1TO/J/2z3HZCTu1EXR6GtMv7fI9aRxWErb9DxF566gbuxR7ZDoJ2x9Fo7Q1EV347H42/CzFK0nF2UOJ/SlRCUZfn6zmj5uPA/DfFwwjNsygckRCiEDTbQWroqKCa665hujoaEJCQliyZAmKolBWVuaP+MQZuqtetXDUFLf+3akoAVPF6kkzTWfEYAqv/heNgy9EMcWhaPXUjbyZksteQAlpTha1eipm/x8Acbv/yOCP3d3i60bfgiv03Oso+nDKLv4jAFFH3mg3/Bh+fB1D35rNoM9+xKBPlmMq/LLT2HQNJQz+6Caict5B67QRs/9vJH71MBrFQX3GQupGLab8/EfZkOfs9BwieJ2sauT/so/gdCncNGUw88cmqx2SECIAdZtguVwuQkPbqh8t/a+cTvnh4U8uRWFLbiUaNOh1Xf9xVLsTLK0GNGjYnFOJy8sNYv3BGZ5C8YI3sN2bQ97yHMrnPnVODy1L6oWYMxehcTWhs1biCgmjZnznw3K2xEk0Dr4Arb2BqCPunQm01mqSvvg5IZZyHKHueTSJX/4SjePc7U2MZd+S9u9rCC3fiz0ijdJLnsGaMBGXzkjZ3N9TOu85yuc8Sd3ZFTThEX92tO+tDUfLsdpdzMmK54fnD1M7HCFEgPJoFaHNZqO+3r1PUMt/rVZr69+Bc7qwC+/SajS8d+d52F2djA+eYc46d5Xmwsx47r0kC71WizbYW2x0EX/ZJX+h6rxfoG2qxxkagzOs64pCzcT/JqxoG9EHXqF23B1EH1yL1tFIY+pciq94mbR/L8JYdZi4r5+icvb/tr4u7PQmUjb8CI2rCcugWZTMex5XaBz1mdegcdraKmtnCZZWCP7U0b6IweJQSR0AV4xODP5/V0IIn/EowXrsscfaNQPVaDTcfffd7b4+dOiQ96MT7ZgMOkzoun1eSwWrvN5GVOgA6Jqu0fRopZ4ldQ62uLEYqw6RtOVeTEXbAKiecjfoDJTPeYrUD68l5uAroNFQed7/YKzYR/Lnd6FxNVE7+lYqzn+krZqm0XSaXKkpmBK6sxOtQE1KnS6Fo6XuXyzHJJ/bRkQIIVp4lGB1t/+gt/cnFH3jqHa30SisVb9FQ0DSaKiY9TCDNtxJRP5/ALAkz8Cach4AtsSJlF30NElbHyDmwMtEHnsbjdOG1mmjbsSNVFzwuNc6wve0kuNJwhFoSUl/klfZgNXhYnB0qExsF0J0qdsE68iRI/6IQ3iRs6EaV5OVOkIxWx1EhnrcT3bAsA6eTcF160n+fBWG6mNUTftZu8frh1+PIyyF5I0/JsTq7i1WP+wqyuc80WVyNTw9ttsEJxAToECtGJ1N7fgOlZgBGJsi1SshRNfkJ28/5agpxpCUQVGthVGh8sOgI/boTAquW4/OVo3TdG6TSOvg2Zy8ZQfaJjMoCi5T1xtotyQpwTivSHimJcGS4UEhRHckweqn7NVFGJIyKKy1MkqlHwZBkWhodR0mV22P63GFxvkvngGmuyHSQPsMSQVLCOEpSbD6qZaJ7jIPKzioPfQlulfd2ERRrZXQEC1ZCeFqhyOECHD+2UBP+F1Ls9FnX1qjciT9V097NgVDjyfRuT0F7sa0o5Ii0GmlPYMQomuSYPVT9uaVhCGxg1SOxPvOTlQkcek/Anm/wvUHSgBkU2chhEckweqnnLXurYxCIuWHgRB9lVfRwN6iOkx6LZePTlQ7HCFEEJAEq59yWt3NELWh0mFfiL76sLl6dfnoJMINMnVVCNE9+U7RTym2RhTFhdYYhsPpIkTn31zaV0N2A3Uo0BfDZuX1NqLOuwF9fBofPf1LEiKMXr+GpwJ1WBCg3uZgw1F3Rfja8f1vyF0I4RtSweq3FFzNVaz6Jv9uzH12EhTI82oGqk055dzy6jfEXrKciImX86uPDmOxB84G7oH0mXl7TyFWu4upadEMiw9TOxwhRJCQBKsfa0mwzFZHj18rE8d7LpCSgq5Y7E5Wf5GPS4HzM+IYFBVKTnkDT2w4hku2vWqnqrGJd/a6F4zcPnOIytEIIYKJJFj9WGsFy9bzBEv0X+/tLaKq0c6opAgeXTCa314zhgijjm15VXx7utajcwyU5PvNbwqw2l3MHhbLuEFRaocjhAgiMgerH2utYAVYgtXRvne92QsvUH7IB8s+fgC1Fjv//LYQgB+ePxSNRsOQ2DAWjR/Em7sL2HGiiulDYlSOsnc2Hivn0yNlmPQ69DotTkVhUKSRS0cmktmLxqAldVbWHShBA9wxa6j3AxZC9GuSYPVjPRki9EeS0N22KF0JlGSqN/ryvr2pocnBrz46TEN6TALeAAAgAElEQVSTk2npMUxJa0ukZg2LbU6wqlk1R0HTxYbWgcjmcPLnLcept507j+ytbwvJSgjnslGJXD4qkdgwg0fnfHXXaRwuhXm9TNCEEAObXxMsu93O008/zSuvvMKWLVtISUkB4LnnnmP9+vW4XC7GjBnDb37zGyIjI2lqauKRRx7hm2++QafTsXjxYpYuXerPkINabypYaicBfRFMlSR/s9idPPjvgxwurScp0sjPLslq9/jo5EiiQkMorrNyusbCkNjgmsz95fEq6m1OMuLDuG16OnanC61Gw76iWjbnVnC8ooHjFQ28suMk80YmMicrnpFJEYRoNYRoNYSd1XrhRFUjnx0tQ6fVcPvMdJXelRAimPk1wVq5ciXjx49vdyw7O5vs7GzefvttwsLCuO+++3jppZe49957Wbt2LbW1tXz88cfU1tZyww03MGXKFCZMmODPsINWsMzBCuakLlh8fKiUw6X1pEQa+cP140mJCm33uE6rYcaQWD4/Vs6OE9VBl2B9fLgUgEXjU7h4RFtz3XmjElk1N5OdJ6r5+FApu05Wk324jOzDZa3P0Wpg0fhB3Dl7CGGGEGotdp7bmodLgUXjkhkcbfL7+xFCBD+/JlirVq1i8uTJrF69uvVYVlYWTzzxBBER7oaYU6ZMYceOHYA7+frpT3+KVqslNjaW+fPnk52dLQmWhwJ1DtaZeptc5Z6uVj0xC5Shv+4oisJ/DroTkB9dMOyc5KrFrGHuBOvPb/6bm6as9GeI3eqqKllUa2VPQS3GEC2Xjjy3y7pBp2VOVjxzsuIpqLHwyeEy9hfXkVfRgFajoaHJwQf7i/n8WDlD48LIr2ygocmJSa/lthlSvRJC9I5fE6zJkyefc2zEiBHtvt66dSszZswAID8/nyFD2pZGDxkyhC1btvg2yH6kJcFa+9qr/OEHf5ahswHqcGk9+VWNxJj0nJ8R1+nzpg+JQXE5MaaN67TqGYjJZHZz9WpuVjwRxq6/paXFmLhzdvsJ68crGnh6Uy5HSus5UFwHwPT0GFZcMIz4cM/mawkhxNkCapL7888/T2VlJUuWLAHAarViNLZ1lw4NDcVisZzzOo1GQ2qS77eEMYTo/HKdvrLY7ADET7gIaNsupzexe+P9dnaOjo53dMwQouvyeS3v12TUd3k9b2m5Tst1O4qpq+P+/gyt/uoEADdMTWVYF60GUgHb6QOEDp3EBdffQsP+Dee8x7N193hfdXf+Joerdbhv6QXDev0ZnzMmidPVFopqLIQbQ5iQGt2reL0hWL7P9Ddy39Xjr3uv1fp38U7AJFh/+MMf2LZtGy+//DJhYe75HyaTCZvN1voci8XS+tiZFEWhsKze5zGmJkX45Tre4rSagbYEqzexe+P9dnaOjo53dKyjf3hnPu/s1/jr/1Fn1z176PDs4/78DB0qMfPRvmIA5gyL6/ba9Qc3Ezp0EhHjLqZh/4Zun6/2v4dPDpdR2dBEVkI4g0z6PsWjA9KbtwtS830F2/eZ/kLuu3r8de9dLsWvSVZANBp95pln+Pbbb3nttdeIi2sbwsjMzCQvL6/169zcXIYPH65GiEHJ5YUNn6Wje3BSFIUXt53gJ+/sw+pwMWtYLOmx3U/Wbjy6DcXRhHHIBHSRCd0+X02KovBec5f1700cFHStJYQQ/ZvqCdbBgwf54IMPeOGFF1onure46qqrePPNN3E6nZSVlfHJJ5+wYMEClSINPt5IsPoTbySLwZJsbsuv4l97CtFqNfxgWhoPzx/l0euUpkYac3ei0WgJH3tRp88LhG2B9hfVkVvRQIxJ3+HkdiGEUJPfhggrKiq47bbbWr9esmQJOp2O6dOnYzabufHGG1sfS01N5eWXX2bp0qXk5eUxf/58dDodP/7xjxk9erS/Qg56/kqw/Nl/Su0f6sHA7nTx120nALjrgmFcP2lwj17fcHAT4aPnED7uEh9E5z2bcioAuHpcMoYQ1X9XFEKIdvyWYCUkJJCdnd3hY4899liHx/V6PY8//rgvw+rXlCYLisuJ1mACrf+n20kypI4P9hVTWGtlSKyJa8an9Pj1lrxvcTVZMCQOo8ZiJ8ak90GUfZdT7v4FYkqaehPShRCiMwEzyV34hstajy4sutMqVrAMeQWyzhJJNRLM4xUNvLrrFAD/fcEwQnSeV3ZK66zuv7gcNJXlE5o2lgsvvxzryb0Blyw7XQp5lY0AZMk2NkKIACR19X7O02HCQJhTAzKpvi+qGpv41UeHsdhdzBuZyHlDe3Yf1zYnZgD2snwADMmZXo3RWwpqLNgcLpIjjUSFBmaFTQgxsEkFq5/rLMGSJKZ/cSkKj2YfpcxsY2xKJPdfOrxHq+pK66xsbp7TBNBU5l69q0/MaPe8QEjCAXLLGwAYnijVKyFEYJIEq5/r7UR3f28D05vrqfnDPlASjRb/3lfM/qI64sL0PLJgdI8nfa/ddQqnojD0wfUAFL/2MyBwK1i5Fe7P9XAZHhRCBChJsPo5V3OzUZ0fWjVIVUwdJXVWXtpxEoB7Ls4iLqxn27u0VK+crrZjg5Y+DYA+Ph10gTcEJxUsIUSgkwSrnwv0XlhqVIL82VbC1xRF4c9b8rDaXVw8PJ4LM+N7fI41O93Vq45otDoMCUM6fEwtiqKQ05JgJQTm51oIISTB6ud6mmD1JOmQipX6dpyoZtfJasINOlbN7flwXmmdlS257atXZ9MnZVJaZyU5KrQPkXpPeX0TZpuDqNAQEiNkM2YhRGCSVYT9nNPq/k3fnxUsb65IHJ4e27q5smivyeni+S/dq/2WnTekx0OD0HX1qoUhKaPdCkO1tc6/SgyX7XGEEAFLEqx+znXWhs+i/1h3oKS1oei1E3reUNST6hW4E6zNORVtfbJUdqTUnWCNSJTPtBAicEmC1c+1DRFGqhyJ8LadJ9xVwiUz0nvUULSFJ9UrAEPKcBwuJWCqWHsL6wCYMChK5UiEEKJzkmD1c67GGgB0kfHSxPMsvb0XgTA5XlEUjpW5k+fxvUg0PK1e2auK0BpMFK79KX9bPlP1KpbN4eRoqRkNMGGwJFhCiMAlCVY/Z68sBEAflwrIfJW+CoTkCqC4zorZ5iA2TN+rid6eVq9sBQcBMKaNA1C9inW4pB67SyErIZwIo6zREUIELkmw+jmX1YyzoQatwYQusudL+H0hULbl6YlAq/y1zEMamRjR44neLkVhS24lGjTodZ3/Mei0WE8fACA0fTwAm3MqcXmQmPnKvqJaQKpXQojAJ78CDgD2qgJ04THo49NxmivaPRZsiY6ahqfHBsz9ahkeHJ3c84neWo2G9+48D7ur6/HBQQnhpK++AwBj2lgA3rvzPLQqrtzbV+SefzUpNVq1GIQQwhOSYA0A9srThKaPRx+fhvXEHrXDAfpXs081HG1OsEYm9W4lncmgw4Suy+fEhBlw1JTgMFcSEhlPSHwaJkPXr/Elu9PFoRL3qlipYAkhAp0MEQ4A9srTQPO2JyLoOV0Kx8rdCdaoXiZYPdEyDyu0eR6WWg6VmLE5XAyJNRFjkt5oQojAJglWP9Yy18leWQAEV4LlixWPwTj3qyOnayxY7S6SIo3E9qK5aE9ZT7sTrLARs3G61Jl/5XQpvLjtBADnZ8SpEoMQQvSEJFgDQGsFKy7Na+f096RvtZKjQGxtcbR5gvsoPzXatOZ9g+KwY8qazv+sP0S9zeGV89qdLhQPJ8y/v6+Io2X1JEYYuHW69z7HQgjhKzIHawBw1lXgarKii4hFawzv8/kCLeFo0R+qU57Y3fw+x6b4vnls7ulqhqfHUvqvX5N43S/5+hT8/N8H+cP14zHp2+ZjKYpCtcVOY5OT+DADJoMOl6JwsNjMltwKimqt1FjsmPQ6IkNDyK9soKDGilYDUaF6hsaZyEoIJzM+nMz4MIbFh2EMcZ//RFUja3a420Pcc1EWYQb5tiWECHzynWpAULBXFWBMGU5IEA0Tekt/mlBvd7rY0dzB/YJM/wyVtSRZxa/ey/Sfv8HRsnr+9z9HSIo0sLewjiaHi8YmJ412Z+trtM0LDbsaUdRq3I/XWOzUFNpbO7S3PDZuUBQ3TUnlma15WB0u5o1MZLYMDwohgoQkWAOEo9KdYOnj0wO2AtWR3NPVpCZFUNi8am6g21NQS0OTk8z4MFJjTH67bktyerq6kZ+8u5/dp2vOeU64QUekMYTKxibsTndmlRRh4JKRiYwfFEmMyUBjk4Mai530GHfFSgGqGu2cqGwgr7KR4xUN5FU2cLrawv6iOvY3t2UYkxzJfZdm+e39CiFEX0mCNUDYq1omusv8lWD25fFKAOZkqdM0Nj02jCeuGcsrO04xOjmCOVnxxJj0GEO0RBpD0Gg0KIrSOhlep9V02wg1OdJIcqSRmcPaqlONTQ7e2l3I298VkhRh5DdXj24dMhRCiGAgCdYAYa8uAiAkOrlXr+9omO3sIbdgqowFI6dLYVt+FQAXZqrXlX90ciRPXdt5ywaNRkOIrm/NSMMMIdw5eyg3T01Fr9NIciWECDqSYA0Qznr3D2ZdhCRBwepgcR01Fjup0aFkxIepHY5fyH6DQohg5dc2DXa7nSeffJJRo0ZRUlLSeryyspLly5dz+eWXt3v+6tWrmTlzJvPnz2/9s2/fPn+G3G+0JViBsR+h6LnvCt378M0cFtvj/QeFEEL4l19/PVy5ciXjx49vd6ympoZbb72Viy66iIKCgnaPmc1m7rjjDlasWOHPMPullgQrJEJWYZ0pmFYYtmzwPCbZ9+0ZhBBC9I1fK1irVq3innvuaXdMo9GwevVqLr300nOebzabiYyUHybeoNituGyNaEIMfeqF5et5Vv2l27q3KYrCkVL3Pnxj/ND/SgghRN/4tYI1efLkc45FR0cTHR1NeXn5OY/V1dXx2Wef8c4772C1Wlm0aBErVqyQ4ZFectZXojWGoYuMx2VrUDscrzlaamb9wVJK6qwkRRr52SXD0Wn712ekuM5GrdVBjElPSqRR7XCEEEJ0I6BnkE6bNg29Xs9NN91EZWUly5YtIyUlheuuu67d8zQaDal+2PTWEKLzy3V8xVlfhT4+HV1EHPYKd2fsvryfzl7bk3N299zUpIhu7/tP39/P/jOaVC49fxhTh55baWs5h8Vmx2TUd/hYZyw2e5eP+9qeEnf1anJ6DGl+GiIM9s97sJL7rg657+rx173X+vkX74BOsJYtW9b69+TkZG6++WY2bdp0ToKlKIpfGlEGe8NLZ7176E0X3jYPqy/vp7PX9uSc3T23sKy+y/tusTs5WFSHVgPnDY1lx4lqPjtYQrJJf85zu7qWJ3Go6ascd4V3WKzJb7EE++c9WMl9V4fcd/X46967XIpfk6yA3uw5NzcXm83W+rWiKISEBHROGNAc9e4mlbp+NNH9aGk9LgWGJ4RzxegkoG21XV8E2ibPh0taJrjLb9hCCBEMAjrBevTRR1m7di0AtbW1vP/++1x88cWqxhTM2lo19J8E62CJe2hw3KAoJgyOch8rNmN3utQMy6vsThe5Fe4Ea7SsIBRCiKDgt3JQRUUFt912W+vXS5YsQafTsWLFCl588UWsVisVFRXMnz+f5ORkXn31VR5//HEefvhh3nvvPbRaLYsWLWLhwoX+CrnfcTY0DxEGQILlrZWCB4vdc5PGpkQSF2ZgSKyJU9UWjpXVM25QlFeuoba8igbsToX0GJM03hRCiCDht+/WCQkJZGdnd/jY9ddf3+Hx9PR01qxZ48uwBhSnuX8NEboUhUPNk79bkqnJqdGcqrbwXWFt/0mwKhsBGJ7Y+/YaQggh/CughwiFd/W3ZqOnqy2YbQ4Swg0kRRgAmJjqTqqee+uDgJtH1Vv5zQnWQNkeRwgh+gMZbxhAnA3BMwfLkyHEg63Vq8jW3miTBkcDYEwbi8YYjuJhv69A7uieX+V+DxnxUsESQohgIRWsAUSx23DZGtzd3EO9vxrN313YDxS5J7iPPaOzeVy4AevJvWj1oUROvbrT1wZTx/gTUsESQoigIwnWANNfVhIqisK3BTWAe97VmWq/+icAUdOvRaMP9Xts3lRrsVPVaCdUryVZOrgLIUTQkARrgOkvCdapagvl9U3EmPRkJrQfOrOe2oe18DC6sGgipyzo03XUrnSdqGquXsWFoZUtooQQImhIgjXAOHqYYKmdYHRm92l39WpaekyHiUftV/8AIGbuEqJm3Qia4Pyot0xwHybDg0IIEVSC86eO6LW2Cla8ypH0zTen3AnW9CExHT5uzdtN3dcfoNHpib1oGWk/eZOf//sge73Q5d2f8iubJ7jHyQR3IYQIJpJgDTCOqgIADEkZKkfSe01OV2uiNDUtutPnVW98idJ/PYy9uhhdaAS7T9fwy3WH2FfUlmQFYnXuTK1DhFLBEkKIoCJtGgYYW9FRAIypo1WOpD2nS8GpKBh03ef8h4rNWB0uMuLCSIjoeuK3Nf9btvzqBioamli78xTZh8v41frDzMmKJzbMwOKpqeSerg7IflmKosgQoRBCBClJsAYYe8VpXLYGQqKSAmqY8PFPj7Itr4prJwzithlpRIXqO33uugPFAEzrZHjwbBqNhsQIIz+7ZDhWu5PNuZVkHy4DwGp38uO5mX1/Az5Q0dBEQ5OT6NAQ4sIMaocjhBCiByTBGnAUbEVHMWVMxTh4lNrBAO5WBF8cr8SlwLt7i/joUAnzRiQyY2gsEUYdRY1NlFdbGBYXxjenaticW0moXsu1E1J6dB2dVsNDV4ziyjE1nK6xsPqLfD46WMot09N89M76pqDGAkB6rFSvhBAi2EiCNQC1JFiGHiRYLXOVfNHxfOfJalwKjEgMJzpUzzena/joUCkfHSpt9zytxp0kAay8MIPB0aZzzlVaZ+3yWjqthvOGxnLe0Fi+K6jlq/wq3vmuqPXxQBoqLKhxv5e0mODu5SWEEAORJFgDkK3oCAAXXHd7j1/ri0nh2/PdKxuvHJ3E9ZMGc7KqkezDpRTUWGmwOdDrddRb7eSUN2B3KlyQGceCsckdnmvtrlMeX/fW6Wl8lV/Fh/uL0YZG4LLWe+X9eEtRrbuCNThaEiwhhAg2kmANQE1FxwA4WlaP3elC78HEcl+xO12tLRdmZ7h7cw2NC2PFBW2rHFOTIigsq6fe5iCnvJ5xKVGtew+eqbTOyuacinOPm20ddkEfnRzJlLRo9hTUYso6j4aDG731tryirYJ1bqVOCCFEYJM2DQOQy2rGXlmA3alwvMKzzZB9ZW9hHY12JxlxYaREdV2piTCGMCUtBkNIxx/btbtO4VSUc46/urPzqtaU5jYPhpThPYjaPwqlgiWEEEFLKlgDwNnzp0Y89BFNTnci8lV+FaOTIzt9ra+cqGzk79+c5kiJGYBZGX3buqeleuV0tR0b+uB6ADbllLNs5pAOq1ijktybXgdaguVSFIpq3RWsVEmwhBAi6EgFawA6s8rz8VkTyf3l+S/z2ZxTQYnZRohWw6UjEvp0vjU7O65egfv9rt15ssPHRiQ2J1jJmQG1nU55fRN2p0JsmJ4wg/weJIQQwSZwfqIIvzmzylPVaG/tFu4vpXVWdp+uQa/T8PT143n7jhnnbNjc0/NtyW1fvTqT0wWbcyo6XGEYbdIzKMqIVh+KPj699bjaezAWNrdoSO1gpaQQQojAJwmW4JkteX693idHylCAOZnxTEqN7rKpqCe6ql61cCpKpysMR7YMEw4a0ac4vKmwVlo0CCFEMJMEa4Doqj/UvqJaSs02n13b6VJwutwJkEtRWruoX9VJq4We6Kh6NfTB9a3zr9pi6LyK1ZJgGQNoHlZLBUsmuAshRHCSyR0DxJouVtK5FFiz4wS/uNz7nd0Layzc9a+9WB0u4sMNGHVaSs02BkUZmdzFRs2e8qR61aKlivXgZSPbHQ/Eie5tFSwZIhRCiGAkFawBoKXK05VNnVR3+urN3QU0NDlxuhTKzDZON1dmFo0fhLaDXlY90d3cq7N1VsVqneielAlaXZ9i8hZp0SCEEMFNKlgDgCdVHoeLDqs7fVFeb+Ozo+VoNfDXxZMxhmix2N3ZUEZ83/fX60n1qkVHVawIYwj2qiL0cYMxpo3Fdmp/n2PrC4vdKS0ahBAiyEkFq5/rSZVn47Fyr1ax3t5TiMOlMHd4Ahnx4QyONpGVEE5WQnifq1cuRWFLbiUaNOh1nv/RoGFzTiWusxKzhkObAYie+f0+xeUNH+4vxu5UGJMcIS0ahBAiSPn1u7fdbufpp5/mlVdeYcuWLaSkpABQWVnJ/fffT0FBARs2bGh9flNTE4888gjffPMNOp2OxYsXs3TpUn+GHPR6UuVxuGDNzpNemYtVXm/jo4PuHls/mJra5/OdTavR8N6d52F3eTg+eAa9VntOgmfevY6o867HlDlNlblYnx4pY29hLTdOTuUf3xYCsOy8IX6PQwghhHf4NcFauXIl48ePb3espqaGW2+9lYsuuoiCgoJ2j61du5ba2lo+/vhjamtrueGGG5gyZQoTJkzwZ9hBq6dzlMA9F2v5zKEkd7NtTVcUReHpTcexOlxckBnH8OY5Tt5mMugw4Z05Uy6rGfOe/xA98waiz1+Moigd7nfYV8fK6vnnnkIuGZ7AhVnxgLti9efmVhmfHHa3sBiXEsn0ITFev74QQgj/8GuCtWrVKiZPnszq1atbj2k0GlavXk15eTkbN7bfbDc7O5uf/vSnaLVaYmNjmT9/PtnZ2ZJgeejs6tXZrQs64nDBKztO8ssrel/F+vhwGbtOVhNpDOEnczN7fR5/M3/9AVHTriFsxCzufmc/101MISpUT7hBR7ghhDCDjnCjjjC9rlfJ1yeHy/jj5lzsToXNORWcNzQWvU7DtrwqwL2a8WhZPQC3zxzikwRPCCGEf/g1wZo8efI5x6Kjo4mOjqa8vPycx/Lz8xkypG2YZMiQIWzZssWnMfYX7ecodf98RVFwNFe6NuVU8uDlSq/mSdkcTl7clg/Aj+dmkBBx7v5/gcrZUE35h78j/oqVHAYObzB3+LwIo47UaBOTUqPJTAhjX2EdNRY7V4xO4vyMOHTac+/bltwKnvo8B4BZw2L5rrCWXSfbOsWvuGAYN04ezNbjlVjtrtZNqIUQQgSngJ5Ba7VaMRrbfkCHhoZisVjOeZ5GoyE1yTfDUGcyhOj8ch1v2f6LS7D3YHxwR14lP/3XPox6LXadtlfb12w6Wka9zcmYlEiWXpjhlSqMP++7JWc7hSe/4/fr9nC01Ey91UG9re1PncVBvc3J0bL61mpTi6/yqzDpdWg0MDI5kv/3vfEMiw+n1mJn9ZfupPP+y0fyX3MyKKyx8PnhMuLCDYwdFElm8zDqLSpsvN2ZYPu89xdy39Uh9109/rr32g5++fWlgE6wTCYTNltbh3GLxUJY2LnL+xVFofCsH3a+kJoU4ZfrqGVCUiQXj0hgc04Fd72+m2e/P7HHq9jW7SkC4LwhMRSVN3glLn/fd6XJwrVjk6GDTvOKolBjsZNf2cjXp6o5WWVh3KBIQkN0vL+vmOLmVZjfna7hhue3c+v0NA6X1lNR38SEwVFcOTKh9b3Ma56DhUJAfq76++c9UMl9V4fcd/X46967XIpfk6yATrAyMzPJy8tj2LBhAOTm5jJ8eOB02+6P7rski7yKBk5WWfjT5uM81IO5WC5FYfsJ93yiCzLjfRWiT/xwzU42HC3nxP9b2OXzNBoNsWEGYsMMTE1vPwn9e5MG0dDkxO508efNeXyRV8lfvzoJgF6r4WeXZPW5PYUQQojgENB9sK666irefPNNnE4nZWVlfPLJJyxYsEDtsPq1MEMIjy4YjV6nYeOxCsrrPd+j8HCJmepGO8mRRjK90EjUX0rrrGzOqaCHPUvPodFoiDCGEBtm4H+vGsUvLhvBovEpnJ8Rx33zhjMkNnjuiRBCiL7xWwWroqKC2267rfXrJUuWoNPpWLFiBS+++CJWq5WKigrmz59PcnIyr776KkuXLiUvL4/58+ej0+n48Y9/zOjRo/0V8oCVHhvGrGFxfHG8kk05Fdw0xbM+Vl/lu6tX52fEBdUKuLW7et4RvjsajYbLRydx+egkr55XCCFEcPBbgpWQkEB2dnaHj11//fUdHtfr9Tz++OO+DEt0Yt7IRL44Xsnnx8o9SrAUReGL45UAXJAZ5+vwvKalenX2WoBSs43kyOBZASmEECKwBPQQoVDPzKGxhBt05JY3cLKqsdvnf1dYS2GtlfhwAxMHB0+Lgc6qV6/uPKVCNEIIIfoLSbBEhwwhWuY0r3LbmHNuj7KzfbCvGICF45I77AMViDqrXgFsyimn1Oz5/DMhhBDiTJJgiU7NG5kIwOdHK1C6mKNUZrbxVX4VOq2Gq8el+Cu8Putqn0anorB250k/RySEEKK/kARLdGpSajTxYXqK66wcKe28R8m6AyW4FJiTFU98uMGPEfZed/s0Ol2wOaeC0ua+VkIIIURPSIIlOqXTarh4RHMV61jHw4THyup5e08hANdNGOS32Pqqq+pVC6eisHaXzMUSQgjRc5JgiS7NG5kAwObcCpyu9gmJ2ergkY+PYHcpLBqfwoTBUWqE2GPdVa9aSBVLCCFEb0mCJbo0MimC1OhQqhvt7CmoaT3uUhSe/OwYJWYbo5IiuGtOhopR9own1asWUsUSQgjRG5JgiS5pNJrWye7Zh8taj/9rTyHbT1QTYdTx6/mjMOiC46PkafWqhVSxhBBC9EZw/FQUqpo/JokQrYbNORUcr2hgT0ENL293r7B78LKRDIoKVTlCz/WketVCqlhCCCF6ShIs0a3kqFCuGZ+CAvxx03H+7+MjuBRYPDWV8zOCp2u7S1HYkluJBg16Xcd/Wpx5TIOGzTmVuLy8nY4QQoj+y29b5Yjgduv0NLIPl3K41AzAhZlx3DFrqMpR9YxWo+G9O8/D7up8fHDqb93//dfyGe2O67VatLeeyg0AACAASURBVEG0v6IQQgh1SYIlPBIbZuCmKam8uus04wdF8tAVI4OmY/uZTAYdJnTdPi8qVO+HaIQQQvRXkmAJj906PZ0RiRFMTovGGNJ9khKMck9Xqx2CEEKIfkASLOExnVbD7CCacyWEEEKoRSa5CyGEEEJ4mSRYQgghhBBeJgmWEEIIIYSXSYIlhBBCCOFlkmAJIYQQQniZJFhCCCGEEF4mCZYQQgghhJdJgiWEEEII4WWSYAkhhBBCeJlGURRF7SD6QtO8AW9YWLgfrgXBfbeCk9x3dch9V4fcd3XIfVePv+59Y2MDAP5Ke/rNVjkaP2w8rJF/gaqQ+64Oue/qkPuuDrnv6umv9z7oE6zo6GhcLoU9h076/FqpSREUltX7/DqiPbnv6pD7rg657+qQ+64ef937KWOHovVDMaaFzMESQgghhPAySbA8VGOr9tu4rRBCCCGCmyRYHjhQsZeZb4zgN188onYoQgghhAgCkmB5oNFej1Nx8snxj9UORQghhBBBQBIsD4yJnwDAgfID2F12laMRQojA8+LeP3HxPydR1liidihCBARJsDwQaYhiaFQmTc4mcquPqB2OEEIEnA0n/0NB/Sk2n96gdihCBARJsDw0Ln4SAAcr96kciRBCBJ4aWxUA+8p3qxyJEIHBrwnWqVOnOHXqlD8v6TXj4icCcLByr8qRCCFE4GlNsCr2qByJEIHBJwlWZWUlP/rRj5g5cyb33nsvVquVu+++myuvvJIrr7yS733ve5SWlvri0j4ztjnBOhTEFax5z25TOwQhRD/kdDmptdUAcLTqIFaHReWIhFCfTxKs3//+92zdupXa2lqys7O566672LBhA0lJScTGxnLo0CH++Mc/+uLSPtOSYB2uPIDT5VQ5GiGECBxmex0K7j6BTsUZ1L+ICuEtPkmwtm/fzqWXXsrmzZt58MEH2b59O8uWLWPLli1s27aNhQsXsnPnTl9c2mfiTQmkRaXT6GjgZF2e2uH0iFSuhBC+VGOtavf13vJveT/nH7x77E2VIhJCfT5JsKqrqzn//PNJSUlh3rx5AEydOhVwb+o4ceJEampqfHFpn5qcPBmQeVhCCHGmalv7BOvvh/7GA1vv4hdf/Jgqa6VKUQmhLp9s9jx48GD+8Y9/EBoaypYtW9DpdLz22mskJCTQ1NTE22+/TWpqqi8u7VNTUqayPmcdO4u/5Jqs76sdjhBCBISWClaiKZlySymnzPkAKCjsr9jDRWmXqRmeEKrwSQXr2muvJTc3l1//+td89tln3HPPPezdu5fbbruNO+64g9zcXK677jpfXNqnrh3ljnld3ns02htUjkYIIQJDja0agBkp5xOqMwEQonH//r6v/FvV4hLCU3a7nSeffJJRo0ZRUtJxs9wjR46wePFirrzyShYvXsyRI133xfRJBWvFihWEhoayb98+LrzwQr73ve8xdOhQ/va3v+FwOLjyyiu54447fHFpnxqXOJ4pSTPYU/Y1H+W/j93ZxLq8d3n20leJNyWoHZ4QIkjV2mo4UXecSYnT1A6lV1oSrARTIj8YvZxdJdu4bvjNPL7zIUmwRFBYuXIl48eP7/I59957L/fddx+XXXYZ2dnZPPDAA6xbt67T5/skwdJoNNx+++3tjs2YMYO5c+diMpl8cUm/WTzqdvaUfc3T3zxGucXdamLDyfUsHn27uoEJIYLWb3b8gg9y/8nz817n9qSb1Q6nx1p6YMUY4/jJ1AcBOFGXx+M7H2J/xR4URUGj0agZohBdWrVqFZMnT2b16tUdPn706FHMZjOXXeYe7p4/fz6PPvoox48fJysrq8PX+LzR6LPPPsv555/PhRdeyO7duzlw4AArV66koSE4h9gWZF5HpCGqNbkC94qZYCKrCoUILHubu58/+93vUBRF5Wh6rqWCFRMa23psaGQG0YYYKixlFDcUqhWaEB6ZPHlyl4+fOHGCtLS0dsfS09PJy+u8q4BPE6y//OUvPPvss0RERLR+0zCbzWzcuJHf/e53vry0z5hCwrhx5BIAZg+aCwTu1hCSSAnhGw6XA5vThsPl6PO57C47p+tOAO4Vyp/lB99efi2T3GOMbQmWRqNhfMIUAPZLd3cR5CwWC0ajsd0xo9FIY2Njp6/xaYL1j3/8g5tvvpk333yzNcGaPXs2N910E5s2bfLlpX3qvum/5v1FG/nrFW+h0+jIqTkik96FV/w791/85dsncSkutUMRndhe9AWTXktn3NoUJr6WxtaCz/t0vgLzSRxKW6L2yNb/5f2cf/BFwcbW7uiBrrWCZYxrd3xSors9z97y3VRaymlyNvk9NuEfn55Yz23/WdRvq5VhYWHYbLZ2x6xWK+Hh4Z2+xqcJVlNTExkZGeccT0lJob6+3peX9imjzsiExCmYQsIYFTcOl+KS3liiz1yKi4e/up+/7Pl//Dv3X2qHIzrxyoHnsDmtaDVampw2Xtr/TJ/Ol1+bC8CkxOlEGaLZXfwND2y9i+Wf3MC01zP44ac302AP7O+XLX2wYs9KsCY0J1hrDjzPzDdHcu/mH/o9NuEfq/f+gR3FX7D2wAtqh+ITmZmZnDhxApfL/cuvw+HgxIkTnc6/Ah8nWKNGjeKVV17h/fffB2D37t2sXr2al156iVGjRvny0n7T9htacM3DEt63+rs/cNdnt3n0W7qiKJyoy2s336bAfIoGuxmA33/zqFRFA1B5YylbCz4jRBPCJzfsxKgL5auiLZxqHuLrjbzmBGtCwmT+fMkrLJt4O4uybmRq0nkYdEY2nf6UOz75PuamOi+9C++rbZ2D1T7Bmpw4jRBNCHaX+9/E5yf/E9DvQ/ROlbWSgxXuIsMHuf/E7rL36PWKolBhKfNFaF4zfPhwEhMTWb9+PQAffPABaWlpHRaRWvg0wbr77rupqanh6aefBuCFF17gL3/5C01NTTzwwAMenaO0tJTly5dz0UUXcfXVV/P111/7MuQem9i8rFqWIg9sTpeTF/b+kQ0nP2J/hfuzYHPaOvxG41Jc3LflR1z29jQ+ynuv9fjR6kOtfy9tLOav+/7s+8BFj3yQ+0+cipOL068gI3o4V2VcC8A7x15vfU5O9RF2FXs+//FEc4KVGT2COWmX8sLVf+Ppi//Kv675hI+/t51B4ansLt3JL7/4iXffjBe1DRHGtDueGJbMq1d9wIuXv8nkxBk4FAdfFW1RI0ThQ9uLtrTuRVlpLWfL6Z7NI/zTrj8y681Rqn02KioqmD9/PvPnzwdgyZIlzJ8/n9LSUhYuXNj6vN///ve8/vrrXHHFFbz77rvdziX3SZuGFrNmzeLdd9/lrbfe4sSJExiNRjIyMrj++usZMWKER+f4xS9+wdy5c1mzZg3bt2/n9ddfZ8aMGb4Mu0cmJbgrWIE60V34x/GaozQ63BWnY9WHGRs/kSvfmUl61DDeWNC+T8rvv36ED4+/A8Cukm0szLrB/boqd4I1LXkmu0t3subg89w95UF0Wp0f38nA1GCv///snXd4G2XWxX+jYtmWe+9OcRKnV9IDhCQkBAKhJIReAstSlxJYwtIWAstHX8rCLh0WshB6SSMhpPfei2PHsePei2zL0nx/jGYk2Wq2JZfg8zx+bEvvvFM0mjlz77nnkleTS1qY88i6KIp8c3wxAFf2vQ6AuX1v4PsTX/LN8S+4b8SjmMyNXL/0UsrrS1k9ZxdJwSlu1y1HsHqENk81pIb05JMZ33HhN6NZn7sas2hGJTh+Li4xFLPpzO80mhvpE57OoCjXVVHeQoOpgRpjNRpBQ5A2pNn7Y+InAHC09BB7iraz9vQqpveY5XCuivpyigwFLj+HbnQ+bMj9HYAEfRJnanL45vgXTE2d6fHyu/Okh9Ki2gI3I32DqKgoli9f7vA9OWIFUlbuq688l2/43KahT58+PPnkk3z44Ye88847PPLII5jNZpfmXDLy8vI4ePAg119/PSAJ5P/5z871VN87rB+BGj051dmUGIo6enO60UHYW2yNYB4rO8z+ot2cqclha94Gu9D3qlNL+c/+N+zGWv+WCNacvjeQoE+ixljd5RqLd1U89PsdzPhmLN8d/5/TMQeK93Ci/AgR/lGcnzwNkJzLe4T0pqA2j5WnfmZp5veU1BVhEk1syP3No3VnVWYAUgTLEXqF9SE2MJ4aYzXZVVkADq0cHl1/Dw/8fjsPr7uT2T9M5seMJR6t3xYvbHuCGd+Ma1H/QNkDK1QX7tLr6rwk6ZitzVnl1IrikXV3ccm3EzlSeqAFW92NjoQoisq5/vfxL6MW1KzJXkGJodjjOYot985w/0ifbGNHwecEyxGWLVvGI4884nbckSNHSEpK4pVXXmH69Olcf/31HDp0yO1y7Qm1Sk2/iAEAnCg/1sFb042Ogm0E81jZYfbZlKXvLNiq/L00U9Ij3jjgT4CUFpRvNkctZKtf+ADlnLIlYO5QYigmo/scbIai2gL2FO5g85n1PLVpAZO/Gs63lkgUSNq31dnLAHh84wMcKtnvcJ41p1cCMKPHpWhVWkCyIrhl0J0AvLT973x66D/K+PW57iulqxuqKKzNx0+tI17vvD9r/wjJYfpwyX52F25n6KfJfHTgHbsxskxhYuIFAPx13T1sdZOq3F+0m7+uu5vC2nzqTfV8fvhDTpQf4eeMb9xuu4xyJ/qrphgQOZjogFgKas9wtOygwzF7CnfQKDbyUwvW342OQ0V9OUdKD5BXk0u4fyTnJU9jaPRIGsVGp5+xI5TUSmQswv/s6ojikxRhQYHrMJ+nJqOVlZUcO3aMu+66i0cffZSvvvqKe+65h5UrV6LRWDddEAQSY4LatM2ewE+jdrievlG92V24nRohv122oyWQt8fZb18jpzKHCz47j3kDr+GZ8xe1ag5nx70z4VCZlVCdKD9McliC8v/Rql3cGnMNJrOJjWekm+5DE+9jaea3FBuKIaCCqMBoMiuOIyBwbt+RbCgcyprTK8lrOOHxvl//6Ux25+/iyF0niAuKa/M+dYXj7g4ltSVM+XQEtUZ7r5pFWx/l6mGXEaOP4f3DXyIiotfqqTHWcOfqa3l0wkLmDbyWID/r/m8vWgfAZQNn2h2XB6PuZvHRDzhScpjTVVkEaAIwNBrYmr+OuKgAlyneXXlHAegTkUZKXCjg+LiPThnJ7zm/klN3lL1lG6ltrOHF7U8xe9AMBsUMpqS2hJK6IvRaPStuWMYjqxbw9o43+cuamzl+Tyb+Gv9m6z5VnsXtv86l2FBMYngMM9MuxtAoHadfc35g4eQHPTrGmXV1AMQERbo9Xy7qM4NP933C7rL1TEkfa/deVX0VJXVSJGP16V94beaL7er+3tbzPas8k/XZ67hm0HVoVD5V33QKfH/0O675dq7y/9SeU0mODSElPIldhdvAr8bj41lsiXb1T0wmMdR31xyVqn27CfjkLDjvvPO88sUIDg4mMjJSsaafM2cO//d//0dWVhZpaWnKOFEUyS30fRlzYkyQw/VE+Unurvtyj5Ib17nKqeXtdfbb13hnzwecrszm3zvfZX76glZdeJwd984CQ2MtBwoPoBJU+KsDKDGUsOqkVeS5NnMDuYXV7CvaRYmhhKSgFAIbE+gdlk6xYQPrjm8nJjAOk2iiR0hvysrMJOik83tHzh6P9r3YUMiW3M3SMlmHGe4FYtTZj7sn2JK3nVpjLUHaYHqH9WNY9EiOlh1iS956HlnxGH8f/zIf7fkIgLcu+JR/7nqBPUXbuXf53by+5Q1+nL0WnVpHVUMl23K3ohbU9A0c1ey4PDzy78xfKd1s5va9kTWnV5JdlcnyQ+sZFjPK6fZty5KiZUn6Xsqcjo57sn+6NP70TiVSbjQbufWH+SyZtZI9hVL0qmdoH/KKarlv8FOsyljN0bJDfLn7R0UPU99Yx+6iHRTV5vPvfa8rN7YlB5dQZ7B6r23O2cT2k0dICLJ3rnaE4/mS71GgKtTt+TI66gI+5RM+3vMJV/e6w05PdrjEmhY8UXacNUe30S9ioNv1ewttPd/v/vU+fstezpH8TO4atsCLW9b50GhuZOGqhQDKZ3hh0uXkFlYTKEgPChmFueRGuT+eoihSbIlgNdT4k1vvu2uO2Sy2K8nyCcFSq9VoNBrCwsIcvl9dXe3S/VRGUlISNTU1mM1mVCoVgiCgUqlQqToks+kUScGpAJyuOtXBW9L5sCzzBwAqGyrYU7idUXHjOniLvI9DJfswiSbSIwYSqNGzq3Ab5fVl+Kl1NJqNHCzeg6GxVjGkPDdpCoIg0De8P1vzNnCs7LDiIySnBvuG9wc8TxFuzdug/F3ZRcwp2wM5lu/kBSkzePV8KX13svw4M78dz1dHP6XYUEhBbR69QvswMXEyo+MnsCLrR17c/jQZ5UdZn7Oaqakz2Zq3AZNoYnjMOQT7hTZbz7lJU5neYxYbctdww4DbMZob+OJIJhtzf3dIsE5XneKFbU9y2JKO7Bma1myMLfpHDgZgS94GDI21hPqFEajVs794N98ctxo5y+JwtUrNrN5XcXTHMyzN/J7xCefx+MYHWJn1M3UmgzJvz9A0ao215NXksvjoxwDE6RPIrznD0szvuW3wPW6PsTMPLEe4IGUG8fpEMsqPsjp7OdNshNCyvkzG8qyf2pVgtRUHivcA8Nael5nZ6wp6hPTq4C3yHX7MWEJWZQYpwT1ZduVmzKKJAE0gYNVRearjqzZW0WBqIEATqMxxtsAnTOXmm29Go9Hw1VdfsXbt2mY/smjdHfr27UtKSgpLlkhizWXLlhEcHExKivvKnPZEUpBEsHKqW0+wzKL5rHPvzqo8yeFSq55lbc6qNs1X3VDFv/e+zvGyI23dNK/gTPVp3t37Gt9ahNFDokYqxAhgYOQQ+oUPpFFsZF/RbtZZ9n9SkhSR7RcukamjZYeUCsK+ltd6hfVFLag5VXmSukbrDdEZNp9Zp/xd2VDhhb07O3DactNOCe6hvNYrrA83DrwDEVHRXl3d7yYEQUCn1nFp7zlc3/82AH4+KWmB5PLxCYmTHa5HEATemPwRW649So/Q3ooOan2uY5f3zw+/z4qsH8muygRgZMwYl/uREtwDvTZISeGNSziPuy1RkrWnf+VEuZRq7B3WV1nmop6zAVidvZxXdjzLjxlLqDMZ6B8xmJk9L+fmgXfyyYxvubjX5QBUNVTip9bx8KinAOwsRBzBLJo5ULyX4lqpiMO2D6Ez+Kn9mD9IIm3v7n3NTuyeXSkdi96h0j4stzycNYUoimw6s7ZTma+W1pVQWJsPQIOpnic3Ptgle0p6gkZzI2/tluwJ7h3+CDq1zo4YyTqqMg8JVlmd5wS9q8EnBOu+++4jMjKSRYsca25akj584403+Prrr5kyZQofffQRb7zxhp3+qjMg2RLByqnKbvUc9/12K0M+SeLlHc9QWX923CCXZX4PQGJQMtB2gvXdif/x0o6/c9kP5/PxgXc7nJAuXH8fL+94hi+PfgLAkOgRCkECGBw1nFFxks7kx4wl7CnagUbQMC5+EmAfpZKrEGXSpVPr6BGahlk0e1Q8sTlvvfJ3Z2uvklV5UhFCexOnq06xaMtjLDn2Xwpq8pyOAWuUWcaCUU/yzpT/8uyEV1k04XVuHPgnu/cv7nUFIJGTWmMNGy1l6BMTzne6PWqVWrnRjI2fhFalZUfBFp7f+jgms8lu7J7CHQD8bczzrJqzk8kp013uq0pQkW4TzZmYeD7jLduyLX8jxy2RzrSwdGVMakhPBkYOpcZYxSeH/o2AwFeXLOeny9fxxgUf8vjY50kISmamhYgBnBM7nuk9ZqHXBrG/eLfT4wrw8cF3mf3D+fxz9z+A5m1ynGFuvxsI10Wwt2gHW/OtInyZbM7pdwPBfiEcLz/CKQvpssUvJ7/lxmWz+ftm94VS7YWjlgek3qF9CfULY9OZtWdtJeTG3DVkV2XSI6Q3s3pf1ez9cEuxg6cRrLJ6aVxEwNklcAcfESydTsd7773H7NmzMRqbGy1OmzaNZ555xqO5kpKSWLJkCatXr+arr75i0KBB3t7cNiNOn4BaUFNQm+dRtKEpjGYjq7OXUmcy8O7e15jz04UtdsLtjJDTg4+c8zT+6gAOlexrk8+JrNFoMNWzaOtClyX1vsax0kNsPPM7/uoAeoX2ITYwgfOTp9HHJoI1OGq4Epn48ugnmEUzI+PGEuQXDKCMPVSyj615GwjQBDIy1hrJkMnWsTL7ytkSQzEvbn9aeWI+U33azs6hM0WwduRvZvrXo7ln9U1en/v1nc/z8cF3WLj+Xs7/aqjD6j85gpVsE8ECKZIyrcfFXJN+C/PSb1KqAmUkB6cyLPocDI21/H3zI2RUHEOvDWaoCz2VLUJ0oTw38Z9oVVo+PPA2f11/t/Ke0WzkgMX1enba1R6nkvpHDFb+npA4meTgVOL1iZTXl7HNQlTSbCJYgB15urrfjYyIbR4pGxo9kgS9pLWalDQZf00AQyz+fq6aNMs2EPKDjqcEK1Cr57oBUoTwJ4sfHKC44fcO7cOEBClSuNFBJeayrB8B+OXkd53GFf5oqVQxNypuHOMSzpNeK+tcFe/ewnFLtPTcpCkONbXhOilF6GkEq9SiA5SXO5vgMzFTamoqU6ZMQavVNntv4MCBzJkzx1erbndoVBoSLFGa3OrTLV4+s+IERrORqIAY4vQJZFQcY0f+Zm9vZrtif9FuDpXsQ68NZmrKTMbGTwRoU2Nc+YI1JeUiAH477dgYrj3w8cF/A3BV3+tYedU2Nl5zkDh9gl2KcEj0CCYlTSEtLJ3k4B7M7Hk5j41+Tnk/2C9EubEBPDnu/4gOjFX+l+eSn45lfHTwX/xn3z95YdsTgKTLsUVlQ+eIYNU1Gli44T5Moom9RTu9mjIxi2Y2nvkdkMiQ0Wxkd+G2ZuPkqHKyB4afTTHLYgD7zfEvAImgNCVirnBFn2v49KLv0an9+f7El0o05mjpIepMBlJDeilP+55A1mGlBPckOTgVQRAYa4mGGs1GtCq/ZkRyZq/L0QgawnURPDTqSYfzCoLAg6MeZ2TsGC7rLQn1B0cPB5wTrLyaXA4U78FfHcDfx7/Mpb3nMDX1Io/3ZVz8uQB2PVzlCFZKSE8mJp4PoHzGMhpMDWywkK56Ux3LLWSro1BUW4Aoisq1qV/EANLCJR2cnLY92yCnclOCHbeIUVKE9Z5GsEoty3UTrG44gTVN2HIdlqy/GRo9UrnA/XrqF+9tXDtDFEWe3/Y4ANem34xO48+5Ft3RFptUVksgpcok7dUdQ+4HYHv+5nbVORjNRsm1+9gXfJ/xJQA3DbzDbkxkQBSTk6czOm4CPUPTCNWFsfzKzayZu5s3LviQgVFD7MbLN81Zva7kqj7X2b1njWDZC91lv6NlmT9SYijmd0tbit4WgXNlfcc+1VfUl7MuZzVPbVqgNDI2NNZSZPCeS/OR0oMUGwqJ0ycwp+8NgDVaJUNep1alJTYwwcEsrjGz52z02iD81DqeGvciC0c/2+I5zokbr2ic5FTy3iIpPTgs2rNomIypKTMZHnMOfx76gPLaGMuDC0DP0N7NIgrJwan875JlLJm10iWZm512NV9eslwh+IOjXBOs37Klh5uJiZO5rv98Xj3/P0QFxHi8LwMipUzEsbLDGM1GjGYjZ6pzEBBICk5VtG6bzqyl0dyoLLezYAs1xioEJJlJR0axX9v5HOMWp/PhgX8pEaz08IH0sXwPT5SdnQRLflBIDXFMsFqaIiyts0SwzkKC1bnETF0YstC9NZWEytNP+AAuSJnBv/e9zq+nfuGJsS+0qw+Mt/DrqV/Ynr+JcF0Edw59CECpBmqtM3lu9WlqjNVEB8QyPOYcogJiKDYUkllxgl5hnrVdaitWZP7IgrV/Vv6fbOlH1xTvXej5Rf+hkY8zOGo4Nw/8c7PPuk+4pKeRiSVI5FVuqmo0N/DkpodYkfUjWpWWy9OuljR8TVKEdY0G1CpNi6IvrYVZNHPlj1MVd3KVoCLCP4piQyHZlZnEBMZR1VBJkDa4Tee27Bw9MfEC5UIvf/dOV52i1liNSpD8pxKCklvVbig6MJYfLDYNrkxA3WFev5v59vhivjn2BfePeIy9FlPaoTEjWzRPZEAUS2attHtNjmCBvf7KFq5sIpxhiEywinYjimKzz0ouDmhJOxRbBPuFkhzcg9NVWZwsP4ZOE4BJNBGvT0Sn1pEcnEpqSC9OVZ5kf/FuhsdI7dFks9dr0m/mm+OL2Za/kZyqbI9aEnkTHx94l7f3vAzAe/vfoLpBatLeL2IgoTVS9fxZG8Gqkq7hqU5S23IkqqyuxOG50xQyEeuOYHXDKeQveJsIVsQAhkSPICYwjryaXA6W7PPqNrYHRFHk5R2Svu7eEX8lRCeVtCe34fiAVYfUN7w/giAwKlaye9he0H6p1EwLaegd2pfzkqYq1VZtQd+IAdwz/GFFl2WLxOAUVIKK/JozNJgaAOn4VTSUK0/wKywpkj8N+QsDI4cC9inCEkMx4xf355G1d7Z5Wz3BgeI9ZFVmEOIXymW95/LO1P8yPkFKB52qzGRr3kaGf5bKhwf+1ab1yGmiSYmTlbSYrOG5ZfmVXP7jFHZYzo2mabOWoEdIrzaRK4DhMefQL3wAJXVF/HrqF/YWSgSrpREsR0gKTiEpSPpu9W6iv2oLEoKSifCPoqy+lJxq++Kd6oYqNp9Zj4DA5OQLW72OAZFSNPdQyX4l7WR7055gEfFvsNFh/W4hWJf0upILUy8GrMU07YW9RTtZtFXygJIfHupMBuL0CYTqwugRmoZKUJFdlUl9Y127bpuvsCF3DfuKdtFgaiC3+jQqQUWiE1LrrwkgUKPHaDZSbXQfTe8mWK1ERkaG0/d+//13X6663SGXgbfGqsG2RF8lqJhq0Rit6oJpwrL6Uk5WHEevDeaa9FuU12MDE9CqtBQZCuwKAX448RXXLZ3lNpx8tImN+FSQ8gAAIABJREFUwTkWP6321KoV1koVVdcPuI0Ppi+hb8QAN0u0DVqVlrjABEREztTkANaUzcTEC5TqzNSQXtw59EFCddKTs20E60DxbiobKvj11FK7VIuvsOrUUgBm9b6KV87/N1NSLlK0GqcqTyrvu7MAcAVDYy3b8zcjIDAu4TyFQJ2uyqLYUEhWZQYNpnre3/8W0Dr9lTchCALz0m8GYNGWhWRUHMNPrSM9wjsFO9NSLwFgdNx4r8wH0jYPtjSLbpom3HxmHUZzAyNiRxMZEN3qdQy0pMcPluxzqOuZZLG6kIXuGeXHOFlxnBC/UEbEjuEcy/5mVji/z/gC63Ok6OnV/W7i0dHWYq30cClKr1PrSA3phVk0c7LieLtumy9QVlfKbSvmMn/FHLKrMjGLZhL0SejUOqfLRCheWKUezC9d+8/GFKFPCdYVV1zBJ598YvdadXU1Cxcu5M472+eJur3QWrPRqoZKcqqz0ar8lHSTfMFckeW+IXZng6xBSwlOtUtJqVVqpRDA9on4iyMfsjVvA0tPfudyXrkMvW+EJPyWI1g72jGCVWCp2otrhZ6ntUhqou07aDEzHBo9gvuGP0psYDwvTHoTf00AIRYDTFubBtm8sc5kIKMdUharsiUCNTXFmjqSoxLZVZkcKJG2/2DJ3lb7GG3L34TR3MCgqGFE+EcSpgsnSBtMtbGKLWesGj85Hd2WCJa3cGWfazknbryiQxsYOQQ/tZ9X5l5wzpMsu2Iz4yyRQm9hcLSlkrBol93rcvp3SFTLUpxNYY1g7VPO05SQHsr7YxMmolVp2Vmwld2F23l9l2QHcWGPWZbCIqlARH74aC/IwvzRceO5pNeVxARKbalsTVH7hMnp/a6fJsyuyqRRbKSsvpTlmVLEPMWJ/kqG1WzUfcPnsu4IVuug1+t54YUXuPnmm8nLy2PTpk3MmjWL7777jv79+7ufoAuhtSJ3q39NP0WgOiZ+IqF+YRwvP9KiZr++wJS3XDeLbQqZPCUGNY8aKDo1SyoHIK9aarOxPX+Ty3ltdWoA6REDCdIGc7rqFPk1Z1q0ja2FbIsQo297nz9P0fS8OmC5uA+MGsaVfa9l4zWHlCf5EEsEq8omgmVL+PdbyJmvkF2ZxbGywwRpg+3E17JGKrMig0OWtLdJNCleUC2FHP06N2kKIEVbZBLlqDikqQdWRyBQq+e/F/3Io6OfIdQvTClm8QZ0ap2i1/MmrBEs+/OmyCAZi8bYVLy2BrYE69dTPwNWk1GQdFq3DrobEZF7Vt/Msszv8VcHcN/wvwIoqdu86nYmWBYN5KCoYfip/Xhw5OMEaYO5sMclyhjZUb+rEqyfMr7mhW1PYBbNdv6OXx/7L+Bc4C7DVoflDqXdEazWYcWKFcydO5dt27Yxc+ZM5s+fT1VVFY899hhff/21+wm6ECL8o9Brg6hsqCDLAyH3N8e+YMLigfx73z8Ba4sUkDx6pve4FKBFXe07A3ItX0ZHotOUEAvBsqRRTWYTBZa0246CLU4rAhtMDZwslxoh27YCGRE7GoC3dr/YLtWECsEKbD+CZRsZFUVRacch3/xsEewXAkgpQtmbyLayzpWnUWuQX3OGf+15hR9OfMXhkv18e2IxAOclTbWLzshPu4dK9tlFrVqjn6tqqGDpSUlzc3mfa2zW0QOA3y1mtjq1tblxSieIYIF0zt42+F52XH+S6y0+UJ0ZciXhoSZa0CLL96AlVYOOEBMYR1RADNXGKk5XnaJ/xCDOS55mN+be4Y+QGtKLglrpIeq2wfcokSvbCFZ7VROX1pVwpiaHQI2eHiG9AcmqZc+N2QyNtkb0urJVgyiKLNryGO/vf4uDxXs5Y2M9JD9AOxO4y2hJuxxrBKvbaLRFCA4O5i9/+QvDhg3DYJB0N1dccQXXXXddp+sn2FYIgsD0HrMA+PjAOwAuncZ/yfyWgtozSjVOv3B7PY/skPvTyW+6VMsF+QsoR6tsYY1gSQSryFCASZQcrgtq85r1IpNxvPQYjWIjycE9CNTqldf/POQB/NQ6/nf0E57e/LBPj1OjuZFiQyECQptvLC2BLGDOqTpFdlUWlQ0VRAXEEBsY32ysVqVFrw3CLJoVIpNt44QtV4Rtz9+ktFxpC97f/yav7lzEQ2vvYNb35/LW7heB5pVlkf7R6LVBiEifj14rCfpbo5/7MeNr6kwGxsZPsjPolCN9NUapmuvGAbcr73WGCJYtukplcHRALCpBRWVDhZ3xcaElzemNB40BFh2WVqXlpfPeaZY29dcE8NxE6SE0NjCe24fcp7wX7BdKkDYYQ2OtTzoFOIIcveofOchlZapc0dkVrRqKDAWU1BUBkFl5wqG3Y2qwa4Jl2y7n9Z3P8/bulx2OM5qNStFOqJ/j3sVdGT5lOUuWLOGiiy5i9+7dXHzxxfTv35/PPvuM2bNns2NH69IDnRm3WXpsfX3sc1ZnL2PC4gE8su4uh2ObCjNlPyQZo+PGExMYx+mqLKWs29toafrPE8gRLEcVJsmWKINcCJBXk2v3vrMb7r4C6Qm6XxNR+ej4Cbw79XP81Do+P/yBQydvb6HEUIRZNBMZEN0udgcylBRhdTYHLBGoQZFDnd6k5ShWVUMFoijapQgPlx7grT0vcc0vF/Pvva+3edvkz29A5BDSwtJJCe7J2PhJihGsDEEQ7MTLV/W5FpDaxcjVkZ7iy6OfApLppy2a6qxuH/IXkoNTSY8YeFZeuNsDgiAouj5bx3S592C0Fx40ZMf2B0b+zanof2z8RL6e9StfXrIcvTbI7j0litVOaUJZfyVX7DpDr9A0BARLwUXLzvGOxmGb62hmRQa5TapIwV4r5wiyF9b+4j28teclXtv1nMOHugoLMY4MiGyVlUpnh08J1hNPPIFareaNN97glVdeYcmSJdx9991kZmZy4403up+gi6FvxAAmJ19IncnAHb9eS5GhgB9OfNWsN1y9qZ7c6mxUgorPZ/7MwtGLGG9pryBDrVIzs6dkUGjbTqKz47QSwUpu9l5ykL2eqCnBcqbD2lMgEQtHF7Vzk6Yw0WJK6Euxq5zKbM/0INinCLdaHNsdtTuRIZOJivpySuuKqW2sIcQvlF6hfTCaG3hz9/8BklFnWyG3uHhszHMsv3Izv83dxX9n/mgXZZRhK4o9N2kKvUP7Umcy2Dl5O0N9Yx23r7yaSf8bxKGSfYTpwrkw9RK7MbYEKyW4JxH+kfx8+Qa+mbWqy0SMOiOCLQTLtjK10CClCKO98F24eeCfWT1nF38a8heX44bFjHIoO5A7IeS1k9D9gI3+yhX8NQHEBMZhEk0UWzRrXQWHSm0J1nElgtXfhgC7KxyRI1iyrQZgp5U9XnaE0Z/34bWdzwMQGXj2pQfBxwRrypQp/Pzzz0ybJuXV1Wo199xzD19//TV9+3rPs6Uz4fbB1hC2Tu2PSTQpJ9mJ8qM0mBrIrpRKXZOCUhkTP4H5g+9GJTT/KGSfl52FW9tn49sIURStESxHIncLWci26IlkgbtsIuhMk7M7X6piGhTl+KnRSip8lyaQKwhj25lgxQTG4afWUVpXrJgsNiXjtghRboiVSso1ObiHckOQ09ZNyW1rUGKpEIr0QDthK4odFDWMkbFSE+zNZ9a6XXZX4XbWnF6pbPOtg+5Gp/G3G2Ors5KbIuu1Qc3GdaNlUCJYlgb0dY0Gqhoq0aq0hOnC2zy/WqV2K5h2hfauJLRGsIa4GdlyR/POArnnK8DJihPkWqKDV1giz7GB8Q4fomwRYekrWNtYo7xmG2VclvkDpXXFSneDyICzT+AOPiZYb7/9NhERzdszpKenn3UidxnnxI1n4ehFPDH2BRZYen+tzl7O/458zIxvxvLW7hfJsqQHezlwAbdFjF7S2fiSOHgTpXXF1JkMhPiFKgajtpDL6WuMVZTXlyk3zAtSZhCo0XOq8mSzZtBm0cyefOcRLIBQy4W+aaTQmyhUIljNtU++hEpQKX5XeTW56LXBLp+e5UrCyvpyu0bHsmBZhjcIllyC7Yk4VRbFxusTiQyIVvrW/XBiiVvtXL5lWy9MvYS9N57mrmEPNRuTEJSsmK/alst3o20IaRLBkisIowJiOkVkMN5CsNqjkrDC8p3Sqf2VtlSuYKtD6ko4bBPBOl52mBpjFXptEJf2nkO8PtGuWtIZIhwQJlsSvKdou917UYGt91PrzOgwpblGc3Z26REEgfmD7+amgXcoYt+1Oat4ZeciQGpQLJvP9XBDsJSLW32Fy3GdBYrA3YmoWCqnl1NeWcpNPjkoVdFXyb3rZGRXZlLVUEVsYLxdI2RbyAabviSihUoEq30JFtgXDIyOG++wg70M2xui7GyeEpzKBSkzCPEL5Y4h96MRNJTWFbfJZdpoNlJeX4ZKUHkUyRgZOwaNoOGClBkATEqaQlRADBkVx9hT5FqPmW+pIEsN6dlMgyPDT+2nlO3395KBZzdQHpQUgtUBlbSuIKcI20ODpXjxhfd3+R2UEa6TggueNj3uDKgxVpNVkYFWpSXEL1QpbkgMSiYyIIr18w7w1LgX3c4TrnNAsCyfkVk0K90M1JZ2VlGB3RGsbrQQycGp9AsfQI2xSnmKOVp6SBGt9wzt7XJ525ulq4rEzgLZLyXJQXpQhtV1+5QSmYgPSlSa8cpaJxmyLcEAFyF5hWA1eCeC5Uj8X9CBNxZbJ3JX6UGwnjMVDdYIVkpIT1JDerLz+kwePucpZR/ymxzrlqDc4tAcpovwSJyaFtaPjdcc5m9jJM2FVqVVvKC+Pf6Fy2Vl7Uacm5Y1F/WcTXJwD8UXrBttR3AT81rbCFZnQHumCOXz0JH8wREUqwJD1yFYR0sPISKSFpZu13op0YGm1hUiAqxRbZlEyVHGrIoMKhrKiQ2M54YBfwKgd3j79JN1hs2bN3P55Zczffp0brnlFvLz85uNmTZtGlOnTmXGjBnMmDGDm266ye283QTLx7CtqIq1tD1Zc3oFAL1CXZ9UGpVGKW+Xy887M3JdmIzKsOqwMpUIVrw+kTi9RLCamobKzt+u0mLtocGSU4TtrcEC+4jguIRJLkbapAgbKuw0WGC1B4gPshg0tiFNKJdxt8S7JjIgyq4M/0qLj9XPJ7+1a5/UFFaC5dpBf+GYZ1kzd7eifelG22GtIpQiWFYvuLaZjHoL1ghW21Pe7tBSHaaSIuxCESw5PTggcrBdI3tPSaWMEL9QhVjJLY9kEixHrIfFjOLR0c/w/oVf8ueRHdfZpba2lgcffJBFixaxYsUKJk6cyNNPP91sXGVlJV988QXLly9n+fLlzbrUOEK7EKzKykr2799PeXk5jY2NXcrXqa24LG0u/uoArk2/ldlp0hO7HHbt4SaCBTYRiS6QJpSrA111tpd9b9ae/pWi2gJUgoqYwHinBOtgsWTR4EzgDigpqnIva7AaTA3c8eu1vLX7JZsbSwekCC0EK9w/UunF6AzWtLK9BssW3nDAloW7kQGtr/7pGzGAwVHDqWqoVHoUOoKnBKsb3kdTDVaxEsHqHAQrRh+PSlBRWJtn59XlC8jR9Vi9Z9cAmeh3JQ3W/iJJ79o/YrBipAotj2CpBJVyjsiGwHKKcE+hpL8aFj0KjUrD+ckXEqgNbPO2txZbtmwhOTmZgQMl7ea8efPYsGED1dX2rbyqq6sJCQlp0dw+JVgNDQ0sXLiQCRMmMHfuXA4cOMDBgwe58sorKSoq8uWqOw16h/Vl942n+Pv4l+2asQZoAj3S81j1Rb4TcHsL1jY5zr+MFyTPQKvSSs7tiEQHxKFRaYizHAvbtJUoih75ztgKu72JvUU7WJ29jH/u+ofiWxbbjm1yZIyOG0+cPoFr029xWG1qC/l8KajNp6AmD7WgViJWMhSC1YYIlmzR0Fb35dlpVwNSFMsZFILVjj0guyGhqQarsFY2Ge0cBEur0hITGIeISEFN61PenqCwhVYtcruYki5CsL49vphvLOn6kbFj7DIsCS0kWACLJrzK0+Ne4nyLO7/suL+70BrB6gzIysoiOdm6f3q9nrCwMLKzrf5ftbW1mEwmFi5cyMyZM7nuuuvYtWuXo+ns4FOC9fzzz/PDDz8wfLi1gqmxsZEjR47wwgsvtGiu33//nX79+pGT0759p7wBrUqLIAiMiB2tVDr1COnl9mYJjn1oOgKemJLmuGiTIyNEF8qEhPOV/+WbvaMI1qmqTCobKojVx7oko9YIlndThMfLjgAgIlJvqkMtqDuknUNUQAwb5h3kgZF/cztWPl/W56xGRCQ9YlAzY1RZy5TfphSh5xYNrnBRz8sQEFibs4rK+goOFu9TuhuA5BlXUleEWlB3Gt3PHwlNU4TWNjmdg2CB7QODb+8NMoHztNClK1URrslewV/XSX0fHxr1BIOjh9tphF1d051hcsp0rh9wG3ptEGG6cBpM9eRUZ3O07CAaQePWS6y9YDAY0Ol0dq/pdDpqa63GqGazmauuuopbb72VpUuXcsMNN3DnnXdSUeH6vuxTgrV06VLmz5/Pq6++qqQFR44cyfz589myZYvH8xgMBl555RXCwrq2I3OwX6jiVtzTjf5KhqwvqvSSgNtXKDEUk1lxAj+1zi607AgX9Zyt/C1HV+SbvtxzDKweSWOTxrssCZdtGrx9jI6XH7H7Pzow1iNS3JEItdwQZf+ZaRYvNVt4JYLVAosGV4gJjGNM/ESM5gY+Pvgu1y29hDt+vZZfs6Smzbb9H89Gp+fOjqaVzN5q9OxNyDqsjPJjPl1PQQsribtSivDHjCWIiNw++F7uHPogIFmryAGBlqYImyLe8hn9lPE1ZtFMv4iBBGg6Li1oi8DAQOrr6+1eq6urQ6+3en0FBQWxaNEiBg+WJC4zZswgJiaGPXvsG6E3hU/vFoIgEBwc7PC9xsZGj+d58803ufTSS+12uKtiTPxEwNpt3R2ahug7KzaeWYOIyDmx4/HXBLgcOzV1JhpBKnOWb/Zy2L2otoBGs3RurM/5DYBpPac5mMWKEJtKJ29WW8oRLPni0hEWDTI8bWvU1H9sWpO+gOAdglVikEXubS+vvqTXlQC8sfsFqi3FHE9sepDy+jIlytatv+oYNPfBklKE0Z0ogjU+8XwA/rPvjRa3paluqGJp5vdulxNFscXN3mWrgq5gNCoT54kWQTpIbvS3DrqbOX1vINK/bT5VcrXnfw+/D8Dk5AvbNJ830atXLzIzrT1bS0tLqaioIDXVWlxUW1vLyZMnmy3rzm7KpwRr0KBBvPfee7zzjtT8eOXKlfztb3/jo48+YtAgz7xqjh49yqZNm7j55pt9uKXth7uHLeD+EY9x08A7PBof4td5NVjv73+TEZ/1YH/RboUMTUq6wM1Skk5ofKJkNyCTFz+1H5H+0UpriUZzI5ssEaypbgiWRqUhSBuMiEh1g/eqLY9ZfG9emPQ2ycE9lGbenRkhNn33koN7OBTFK1WEbai8sorc224QOL3HLIVwRwfEMiz6HIoNhTy7+VGFBLqzaOiGb2DbGcBkNinEujOla6/scy29w/qRXZWp3MA9xaeH/s19v93Ci9ufdjmusqGCOpMBvTaYID/HQYOmkG0ayutLO8Rmp95U73FTd5lgNe0vuXDMs/xj0httNpWVCZZMUi/qeVmb5vMmxowZQ35+vtIf+bPPPmPy5MkEBlojbCUlJcybN08hWRs3bqS4uJihQ133pPSp2+fDDz/MTTfdxOeffw5IzZ9FUSQkJITHHnvM7fKiKPLUU0/x+OOPo9U6b7ArCAKJMY4NCL0JP426zetJJIh/pPzd4/FJ4ZYbmMbQqnXLy7j73ZI5AExmEx8feofKhgre2vc8B4uk9gpXDbmExGj3c/7zotd4e8eb3Dn2VsIDpPEpYUmU5Bdh1pVzprGYamMVfSL60ieqNw2NJpfzRQRGUF1RhX9QPYnhzdd/puoM139/Dfee8xcuT7/C7fb5BRkorSsm2C+YK4fO4Kphx90u42t48lmFhFqJyOz0y0iKbX4ziBcD8VP7UdFQTliYgN7PcWTY1fleZZJ8sPrFJ3vlOzE7/Qq+O/INH1z6Ib3CejHy/WH8kPEVCWHS+Z8Wldou3/HOAG9cZ7wF0V+KHNY0VqILrsMkmogMiKRnfOeywnhp2otcseQy/rX3Je4ZdzvhAZ618SmolyqfvzjyAU9N+SuJMY6JfEWRNC4xOKFFn02ILoTK+kqCQkyEB7SsAq2tmPrfWWSVZ7H3TwecfsdllNZJBGtwSi+iAr1/7qXH9oZD0t99I/oxud9oO9LWXue8StWcKPr7+/Paa6/xzDPPYDAYSElJ4YUXXqCgoID58+fz888/k5yczFNPPcU999yDyWQiNDSUt99+m6Ag19vsU4KVnp7O0qVL+f7778nKykKn09GzZ09mzJhBZKT71MKXX35JWloao0a5rjYQRZHcwmqXY7yBxJigdlmPLYRGiUXnlBW2at3yMu5+t2QOgC15G8ivlkSfq7NWAZLPV6g51aM5g0nm0REvUlsFtVXS+HA/Ke2wPyeDw6USYRsbdx4NjSa3cwZppCfto2dy8TM2f7p+b9/HbM7ZhMrsx+gI9+HpdcclM9heof04U1TjZrR3MeWtjay+Z0Kz1z05rqIoGfuZRBPjoqc5XSY2MIHTVVnsyjpGrzDHekBX53t+lXRBNtfpvfKd+Pvof3L/0KekVGAjnJc0jZWnfuazfZ8CECREt/t3r6PQEdcZZ6g1SreI8rpy9mdLT+8Rus73WQwOnsTQ6FHsLdrBTwdX2fkPusKpMknz2WBq4Jm1z/C3Ua84HLcvR6oijtDFtGjfQ/0iqKyv5GDOKXqGOg8SeBslhmI2npaawy8/vJ6xFmmKI9Sb6imrK0MjaDBU+ZFb7f3PNghrpHtayqxm19T2OufNZtEhyRozZgw//vhjs9d//vln5e+LL76Yiy9urml1BZ/3q4mMjGT+/PmtWnb16tUcOHCANWvWAFJu9KqrruL1119n7Nix3tzMTgtriL5zpQh/OfkNIIXBZRHnpMTJbQoly2X4BTV5bMhZY5nTfcoRbMxGnRwn2dxOblPkDrZtMboSBEHgij7XUlibx4jYMU7HxesTlXZFzgiWK3jLpkGGTuNPnMaqs5qWejErT/2saLK6NVgdg0CNHrWgxtBYq1QJd5Y2ObYQBIGeob3ZW7SDMkuXAU8gV0UCfLrvE67rc5dDf8LWtsqK8I/idFUWZXUldsadvsb+YquFwL6inS4JVoklPRgZEOOzIh5Z5A4w06bI6WyHTwlWRkYG//jHPzhw4EAz0y6AAwcOOFjKivfee8/u/wsuuIBPP/2UpKQkJ0ucfVBE7p3IaNRoNrI8U2L7b0z+iDt+vYbaxhqP9FeuIN9EX9mwAoN2J1qVVikKcAdrw+fmVg2S94pkbpdXk0utscZtN3iZYPUJT/d4+zsL/jHpDbdj2iJ0N5qNVDSUe9yHsDWYnDJdicQBxHcTrA6BIAiE+IVSVl+qdFVICenRsRvlBGGW3n/l9S0gWBZyMSFhMhvPrGFZ1g9KFZ0tClrZySHCUknY3kL3vUW7HP7tCIr+KtB3urq0sH4E+4XQK7SPW7Pkswk+FbkvWLCADRs2KA7uTX+64R7uIjNN4Wm1mTvsLdrZrPGyjE1n1lJWX0paWDpj4yeyaOJrXNHnGqamNK9YawlkglWjXotZNHNe0jSnzX2bwpUh65nq08oTKEBWZfNqkKaQKwj7hHU9guUJ5GPdGoIlRyzDdZE+e+IN04UzOs6aJu2OYHUcZG+1fRaX71Q3NiwdhZaSGaPZSGldMSpBxdx+1wOwMfd3h2MLFJPRlkewWrJN3sI+S7/bpn87QlGtXBnqO4IVogvl16u28/GMb9ssmO9K8GkEKzMzk3PPPZcnn3yS2NhYVKq2XYx/++03L21Z14FtFY8v8drO51ibs4p5/W7mcOl+Pj/8AfH6RLS822zs76dXAhaTSEHg0t5zuLT3nDZvg3ITFaSoxTXpN3u8rEywHJmNyulBGZkVx+kfMYjaxho7Aidrn0RExQOrK0awPIG1XU7LCZY3LRpcYVrqxWzOW4eAQHQnTEv9URCiC4UqOFAsE6xeHbxFjqFEsOo8MxyWz+NI/2jGJ5yPgMDOgq0YGmubeTQpKUIP2+TI6AgvLFEU2WeJWmlVWvJqcimszXea2m2v9kedqfK0veDTCNbUqVNJTU0lKSkJrVaLWq22++mGe/iqDYwtaozV/GffGxwo3sPjG+/n88MfAFJ0wyQ0b2l0qETqDzjShcanNbBthZKgT7LzZHEHV4ascnpQp/YH4GTFCT4//AFDP01m85l1zcabKae8vowQv9AO9b7yJdrS8NmbFg2uMDV1JlqVH73C+jZzo+9G+0F+yCuzpN56dFaC5e86RZhRfswuwi1HbqICYgj3j2B43AiM5ga252/m62Of8/rO5xWDbKuLe8uIvuyF1Z4Nn7OrsiirLyUqIIaRsZJWeZ+LNKEzi4ZutB0+jWA99dRT3HDDDcydO5fevXvbmXIJgsAzzzzjy9WfFZAjM+6MRp1VnnmCTblrMZobSAnuiV6rR0S6qBwpPUiDYJ8mNItmjpQeBGBA5JBWrc8ZbJ8O5/S7oUXO3aEuGj7LBOvC1Iv56eQ3ZFYcZ7Ul/bnpzFrGJZxrN75BJZVk9wlPP2vD2bLotHUEy7sCd2dICEri61m/euw71A3fQE4RAggIpDRpHt5ZEG6JYJU5IFh5NbnM/HY8Y+Mn8clF3wFW01TZlf6CnlPYlb+T/+z7J1vzNiAicmGPWQyIHNxiF3cZEQHtnyKUU4JDokfQJyydLXnr2Ve0i6kOTIfBhmj6UIP1R4VPCdZjjz3GkSNSqmXfvn1273UTLM/grw5Aq9JSb6qjvrEOncbf6+v47fQKAK7qex13DXsIgFd2PMuR0oPUq+wJ1qnKk9QYq4nTJ3g9RaTXBpGgT+JMdT5X9b2uRcu14BqXAAAgAElEQVSGOon01TfWcahkHwICs9Ou5qeT37CrYJvSmDq3OrvZXEbBQrDOUv0VtE3knlt9GvB9ihBgYJR3SXw3Wo5QG/PaeH2iT65B3oA1HdecYJ0sP45JNLHfkuYEa+Nq2ZV+So+pvLz5RbbkrVfG7C7cRr/wARQbZBLSsjSaQvrqSthduJ04fYLy3fM2Fh/5iC8Of6g8IA+NGqlIHFwJ3YuVCFbncec/W+BTgrV+/XqioqK4+uqriY2NPWujAb6EVMUTRkldERUN5cRovKtFMYtmRVN1Qcp05fXBUVKD7gaVva2BnB70dvRKxsczvuWmz7e0+CLkrOHz0bJDGM1G+oSlM8iyTzk2pEouPbeFUSW91qeLWTTYwl1EM0wXjr86gBpjFVUNFXZRClcorSvhgwNvAzAq9o9hlfJHR4jOapDpyMKgs8BVFaEcrapsqKC8vowwXbiVWFhI09ikcfirA6gzGVAJKsyimd2F25mcfCEm0US4fyQ6ta7Z3K4gP4RszdvImtMrGRA5hB9nr231PjrDroJtPL3pYaXqFmBw9HDFZmZz3lru++1W7hvx12Zt2qztj7ojWN6GTzVYPXr04Oabb+bee+9l7ty5zJkzx+6nG57BVT/CtlYNHizeS5GhgHh9Iv3CByqvD4qSWgA0qDIUHQLAQQvB2pnhm8bbvcL64Cc613g4219rSyF7giWTqR6hvYnwj7R7Grd93xZGQXqtq3lgtQSCICg6rJnv/eLxci9se4KyuhLGxE/k4l5XeK1qtRudFyE25Luz6q/AGi0qryu1u2aBNUoDkF0p9Z2Thety5MZf48/U1IvQqvz425jnAUlesM7SBmxo1IgWb5OcRpebrx8q2afoubyFyvoKHvj9NkyiiSv7XMstA+/ipgF3MD7hPOL0Cdw9bAEqVCzN/I771zT3pFRE7p2ogffZAp8SrKeeeopVq1bxww8/cOTIEU6cOGH30w3PIJMHXwjd5fTg5OTpdhHGeH0SEf5RmIVKJSUEcKhkPwB+5va90Lq7kYfpHNtZyFVy8fpEixmhvalmYW0+9Y11yv+iKNppsHy5zR0NOUpoEoo9Gr+vaBffHl+Mn1rHogmvdUek/yCwjW6mdGKCpdP4E6AJpFFsVAxqZRTVNidYVmJhjdy8eO47bJh3gOv6zydAE8ipypN8dVTqJjCtxyUt3qbIAKtOUX6425zXvLDGUzS9ptSb6rn3t1vIrT7NoKhhPDvhNf429jmeGPcCGpWUoHpg5N9YftVWALIrs+zIpyiKyrHpjmB5Hz5NEV577bUA7N27t9l7giBw6NAhX67+rEHTjvbegkgDXx/7LwBTUmbYvScIAoOihrIuZ7VFtxCFKIpKitBPtE8VyCmptojt2wJZ5F5QbS8mlTVG8fpEpry1kZFD0thTtJ3k4FREUSSnOpszNTmKy3J+7RlEoZZwXYRdB/mO2i9fQiZYjQ4qRR1Btru4tNdV7epK3Y2ORVeJYIEUxTI01lJWV0qwnzW1KafBALKrMu1ei7HRHvmp/ZTq2MFRw9mWv5F9xbsQEJjqYfsdWwT7hfLYmOfQqrQ0mBr4x7bH2XRmLbPTrm7V/tmi0dzIg7/fzsYza4j0j+afkz/ET+3ncGxqcE8CNIHUNtZQbaxUSHO1sYo6k4FAjd5jz8FueA6fRrCio6OJiYlx+BMd7dsS77MJoZYUoW2JsTeiI5Wan8mryUVr7uHQEkHWYR0olhycC2rzKK0rJtQvDLXo26edlu6fXhuEWlAjCvXUm+qVOfJrpF5jMpmQ06DnJ19IUnAqAKerTinzKAaj4f3P+giN7DvmaQRLPpbJnbSKrBu+gS3B6qweWDKcWTXYpwizANvqOcepsWEx1h64I2PHtNqW5NZBd3HDgNsZb6lW3nRmbbMUZmvwrz2vsCLrJ4L9QvhoxjekhvR0OlYQBMUHK98mRWn1wOqOXvkCPo1grVvX+lBoN6xQUoRejGBV1JdTqfkKgHDjLQ4tEWRR+MYzvyMymf0WJ+f+kYPJq/CcfLRH9EcQBEJ14ZTWFVNZX64IV5UIVlAiYOK6/rfir/Hn0t5XMfGj20BjX0loJVhnbwWhDGsEq2UEq9tV/Y8FWQPamS0aZDizapArBkHyiRJF0a3/0/CY0crf01Jbnh5sin4RA4nwjyK/5gyZFSda1QNUxrHSQ7yzV2pM/a8pnzEgcrDbZWID4zlVeZLC2nzl+qZUUnZbNPgEPo1gNdVcdWuwWgdf9CP85OC/MQvVjIs/F3+zvXhTjh6NiZuASgzhQPEeirUv88QmqUdXZ60eC7dU7JTUWVNe+RaCJZuY+msCuK7/fIL9QtGIEgmzrSRUehB2gEVDS6J23ohgWjVYnqUI7clqN/4okM0yk4JTOq1FgwylmriuaQTLPkVY1VBJvakOvTbIaWpsRMw5yt8XtkJ/1RQqQcW4+EmAFMVqLUxmEws3/AWj2ci16bc08/FzhjiLz6Dc9gesx8XXLu5/VPiUYF1yySXMmjXL4c+ll17qy1WfVWhpP0JPIJvRXdd/PgKOo1EhulCiG57AT62jVrOeYkMhExLO546h93tlG9pCEhwtK2sp5KcykUYKa/MREIixMTGVl5UJ1me7rB4xcoucd34/+3tltjqCFdgdwfojoWdoGg+O/BtPjXuxozfFLeSHLFsvrHpTPeX1ZagEFRpBQ0FNnlI97Mr7KTIgmkfOeZoFo54k2SInaCvGJZwHWAmWWTSTU5XdopThupxV7C3aQWxgAg+f87THy8kpQluC1S1w9y18SrCa6q7Cw6Wni7CwMIYM6TYQ9BTBPhC5n7IIPXu68bXxN/fn1fP+A6KWC1JmkJ1xb7M+XZ0FclpQ1laYhFJERGIC4xy2WtFYdGSNKpmQiWSUHwNAa07xaJ2tIYmdpbpQjkSZhGK3F3hRFLtThH9QCILAXcMWcH7yhR29KW7hSIMl9xyMCoghISgZEZHdhdsA98TiT0P+wp+HPuC17ZuUOBmQCJbRbOS/h97n/K+G8vTmhz0mWccsUfaZPWfbCfndIdbyYGRrE3GyQrreJQYlezxPNzyHTwnWunXrWLt2rfKzadMmfvvtN/r06cOtt97qy1WfVZBDu5vPrMXQWNvm+URM5FiE3Z4Ilmf0vJTkusX8Z9piVLTMaK+taAkZkVteFBokfxu5Oi7OiWmpHMFqFCSCZaaaamMVghiACs8vXG1FRxGuYL9Q9NpgRKGe0roSqlw0FC+tK8ZobiDUL4xArb4dt7Ib3fAcjjRYtkLuFIsQfEf+Zum1dvZ+SgxOoXdoX6qNVewp3M4SSxX354c/4NWdizya45TFZsKVqN0R5FZksv8XwHbLcRgRO9rhMt1oG3xKsBwhPj6eWbNm8dJLL7X3qrssJiZeQHrEQHKrT/POnlfbPJ9JKMFoNqIWIzy+Waro3NoLgOgAKQRujWBJqa/j+Y5JoVqMQKvSYhbKqWs0KERLI8Y6TZu2BZ0lcmULOU046/tJjP2in0Nne4C87uhVN7oAHGmwbJ3KZZH+L5lSP8Leoa0XmrcWk5KmAPDZofc5XLofndoftaDmnb2vsiF3jdvlT1WdBFpe0RnbJEVYVlfK8fIj+Kl1SkFTN7wLnxKsXbt22f3s3LmTX375hQ8++ICysjL3E3QDAI1KwzPjpYqR9/a/wcny426WcA2jIN0sNWb7tju+JgDy/L5ajxLBshAsWVukFh03JRZQK02Pc6qz7QhW020+WyETrMLafOpNdWzP3+RwXL6Nn1g3utFZoWiwbCJYVp1RrBLBMotm+oUPYP7ge9p9G8+1EKylFpI3vccs5g+6G4ANub+5Xf5UZWsJlvRwJNs07CzYAsDQ6JEtbgHUDc/gU4J17bXXct111yk/119/PQsWLCArK4uJEyf6ctVnHR5e0shVfa/HaDby1p62iU0bBSlErBHbHo3wJgFp61wxlk73RZYUoRzB0jghWIAiXj1dmaVosWwJVmdHW4/Z5JQLEcRAxfPscOkBh+PkCsLuCFY3OjOszZWbpwijA2PpY+nDFxUQw3sX/q9FGiZvYUzcBPzVAcr/F/WczTlx4wHYW7jT4TLy99xMPfk1Z9AIGhKCklq0XlmjWlCTj8lsYkeBlB48J3Zci/ehG57BpwRr+PDhzX4mTpzIfffdx/PPP+/LVXdJuLtZ3jPsYVSCimWZP2CiZRFAs2imVrWV6oYqGgXpCUYjerdxdFO0R/THdh3NI1iSBkttdm4QKHvRnCg/ao1gmTsvwfL2Mb1xwJ9IrvuSu4ctAOBo6UGH46wC99ZHsJxt+9keJexG+8GRyN225+CkpCksmvAa/7tkGQkdJOzWafwZEy/5Auq1QZybeAFDLaam+4v3YDQbnS4rX7uTQ3oorXA8Xq9aJ0X4BDMldUVsz5ciWKPiugmWr+BTo9HFixf7cvo/HJKCU5icPJ3V2cuo0qwAPPdmWXVqKUW6Z3l2SwaNKulLqhXjnY7viq1h5JLrotoCRFH0KIIlO7sfKT2IyUGK8GyG/BkLCKRHDAKkCJYois1c7Js64rdmPd4a141uOIOiwbI0fZ/y1kb6pVt7DqoEFfPSb+6ozVMwOXk6a3NWMTVlJjqNPzqNPynBPcmuyuRY6WEGRjmuspcJVmpwywTuMuIC4ymrKyGrIoODxXtQCSqG2/h9dcO78HoE66effvL4xxOsXr2ayy67jIsuuohrrrmGY8eOeXuTfQ5vPqHfMOB2AKo1y8iqyKBRKHSzhIQT5UcBWJH1E0ZBat6sMTsnWF0RQX7BCKI/dSYD1cZKtxosgPQIiWAdLTtoo8FyXrrd3rYM7bVsYlAyQdpgSuuKmfz2L83eb2mK0NtRqe4oVzc8QZA2GK1Ki6GxlrpGA2Avcu8smJd+My+d+w5PjHtBeU1uzbPX0vPTEYyWh+PWtiySvbBWZP1Eo9hI/4jBrUqTnm3fx82bN3P55Zczffp0brnlFvLz85uNOXLkCPPmzWP69OnMmzePI0eOuJ3X6xGshx9+2OMebrNmzXL5fkFBAY8++iiLFy8mLS2Nzz//nCeffJL//e9/3tjUdoc3ntDHJ5xHz9A0MitOMPXrUeAP+4rcm+DJF5lqYxWopE7zGhcRrK4G+diqxXAahTxyqrIxC+VoBA1qwp0u1ze8P4gCGeXHaLSct105gtXac0wQBNIjBrKjYAsNqpPN5vPUA6s7CtWNjoQgCITpIigyFChCd0WD1YncyjUqDW+tSObye6zXpmHRo/gxYwl7inZwbX/Jxmhl1s+Wd6VxjZYCpdYSLFnovvjoxwBMSmreg/aPhtraWh588EHef/99Bg4cyAcffMDTTz/Nu+++azfugQce4KGHHmLq1KksX76chx9+2G2gyOsRrEsuucTjH3fQaDS88sorpKWlATBy5Mgu0WLHl+xeJai4f8RCVGIQgRrJYmFnwVYAjGYjIo4dyG17cYHkDq8m2Gfb2VFQi5IGY2ue9BnEByUi0LzPooxArR6NGC8dO0HyeVLRcp8nX1dItgeO5koVWA2qLLvXRVEkv9b7Ng1d+Vh1o/Mi3N8qdBcRlSrCztLQ2Nl5PzRmJGAVun984F3uWn0Dd6++UclUKCnCFnpgyZC9sBpM9ei1Qdwy8M5WzeMLdNT1YMuWLSQnJzNwoJTNmDdvHhs2bKC6uloZc/ToUaqqqpg6dSoAM2bMoKSkhIyMDJdzez2C9fLLL3ttrsjISM4919pnad26dQwdOtRr8/savnial+a8gleXxnL92H08t/UxMitOAEOYv2IOubrD1DXuwV8TYLdcUa19yDMlpCeV3jOGbxO8eZxkgiWXQA+POYe9brKofmIPGpEIRFJwKtUeHJezMVKjNUsX7QbVUR5YcxsRQcGIXElpXQkNpnpC/EK59N9727zfZ+Ox60bnQaR/NHCYEkMRIibqTAYCNIFOew52FvSPGIyfWkdGxTEe+v0Ofsj4CpA6TFSrfwUuxyg4ThF6+p2SvbAAbhl0F5EBzguA2gJ5e7rCdz0rK4vkZGvBg16vJywsjOzsbAYMGKCMSUqyr9pMTk7m5MmT9O7tvBuKT0XuABkZGXz55ZdkZGSgVqtJT0/nxhtvJCrKuS7GETZv3swnn3zCJ5980uw9QRBIjPHtlyf9yRWcfH6mx+uRxzn6nf7kCo48M93lcp7MOTJlIGyF/LpTmKmV+lupwKDJp3fMYLuxJfUSy9Br9dQYa0iP7su20863090+ePLbW8v6adQeLyunA3dZWmFMTTufvQdcL6M19wS15P+UFtWLPTnts/+254E3jmHT8Y7eawrbOfwsBKtWvYmfLFnCeGEkRj/pu5oSmkxVhfNtd7a9LdkHV98PX3/HvQlX33F38NOoO92+tmV/2hvJ4QlszgOzthKT0ABAXFAcSbGuI/bycW+PfXX23R0VP4pNORsVcnXD4Bv5bP+nVGtWEhYmYBKKUAtqRvcagFatdfk9dIRBVVI2KDIgkh82jeKlGa0/z1pybXGHptd4X0Glai5fMhgM6HT2PmA6nY7a2toWjXEEnxKsnTt3cuutt9LQ0KD0WVq3bh2LFy/m66+/JjXVswaaq1at4tlnn+Xdd99V0oW2EEWR3MJqB0t6Fw2NJqfrsWXsgDLO3e+mcLUfTZcNEaWKriNFRzELVgfu3dlHCaenMlZEJL9aevK5PO0a/nv4fZIC0tjmZrs83QdfzGH7d0OjyeNl5QiWjDT9CKDU5TJ+5h7K+CittUquI/e/pXPYPik2XdbVU6TtHFoxFQEBEWtPtBr1Bj7bJYXB08OGsj3b/bns7fPA031xho56im7tNSkxJqjFy7bHPrbHNdYbCBTCADhemINJkHqQhvtFud1+2+PuzX119Nk4W8/jo19iZczPhPiF8p+1Kp48Zz7rTm3gVOVJbv/hzyCIJAalUFhSD9S7nMvRdiy/awzBjZfy2vm38sS3mjbtp7tlW3IsZWLl63PMbBabkazAwEDq6+vtXqurq0Ov17dojCP41Afr9ddfRxRF7rjjDt566y3efPNNbrvtNurq6njuuec8mmPTpk0899xzfPjhhwwePNiXm9vlkBicAqKKvJpc6lVWd/fc6tN248zU0GCqRxAD+OvovxPRcA83DbyjvTe3XWBLsFRiMGkWY0FX0IpWPUNSsGdNnrsynGkdVPgzPOYcBFHHfcMfBaBWvY5vjn8BwJx+17fbNsro1mm1DB1VserNOdoKOe1VYijEJEhC9+hA33r+eQt9w/tzz/CHuXHgn9CZ+yMIAnP73gDAdyek4q5Zva9s9fxalZYI458Yn3Bes/fOBh1pa9CrVy8yMzOV/0tLS6moqLALAPXq1YusrCzMZjMAjY2NZGVluUwPgo8J1oEDB7j11lu5//77mTp1KtOmTWPBggXceOON7NjhvBRVhsFgYOHChbz55ptud+SPCK1Ki0aMQ0TEoN6svH6mCcEyCSWARD4CNIEEm2YQ5Hf2CdzBnmDpzANQCe5PcY0Yo+gzkoLOfoLlCp9c9B2JdR9y17CHiAmMoVGVR7GhkN5h/RgRM8bpco4uymfDhfps2Ic/GmQxe0ldsWLI3JksGlqKK/tei0oMJsQvlMiGh7h/xGPtfl6ezd+DMWPGkJ+fr3CSzz77jMmTJxMYGKiMSUtLIzo6mp9/lqo6v//+e5KSkujZ03WxgU8JliiKaLXaZq/r9XqFCbrC6tWrKS0tZcGCBcyYMUP5KS4u9sXmtgodfeJpLe1u6lTWFie51Tl2Y0yCdJFpmj47G6EWrWXPOvNAj5YRUHFe0jQEMYCBUV2niMIXCNAEoiYUjUrD7H6XK6/P7XuDx/YrnR0d/Z3thm8R6S9pBosNhcq1z9aioat9/lEBMSTUvcu6q/+/vTsPi7JqHzj+nWGGfUcWERRZXNBEzV3TNMUNcnm1cqnM5a03fdXUXJLMJVPTcM01FZdEVNwtFxL3JTdUEpcUUAMBAQXZhmHm9wc/nqC3MmFgZDif6+oKZwbmnjMz57nPee7nnOtYFnSs8O9h8fb6Y9sZwqynqakpCxcuZObMmXTp0oVr164xbdo0kpKSSqx2sGDBAjZv3oy/vz/h4eHMnz//uX+7XBOsV155hXXr1rF582auXbvG1atX2bhxI2vXrqVhw4bP/f2AgACuX7/OwYMHS/z3ogXyuvQy7b0HoPj/Oixkvyesvz17QL4mnxTlfL67vkyaJq8aCdbvr9G04J8lWADz2y+nRu56aSE+Af5Vvz8ASrkxfXze0XM0Lwd9f//L4wBXGbzI65RmsHIeUyB7UnibeeWZwfqz12qEzT8661DRCyEbipYtW7J3716OHDnC2rVrcXR0xNnZWZqxAqhbty7btm3j8OHDhIaG/qOzauWaYH322Wfk5eUxe/Zs3n77bd555x3mzJlDXl4ekydPLs+nrjKUmt+LsotOhyU8e8CVpJ/JVhxn6ZV50pYxxWd3DJUcSzysvahh6Y6x9p+fVjZRmGLEy3Xllq69aEfaruZrWOe/xcy232Bv6lBOUVU9Yk9G3fmzNvt9Biul2AyWk2hfocKVa4JVv3599uzZQ2BgIHXq1KFOnTq8+eab7N69+x/NYAnPp9D+vvBjo2qvglZOSk4SF5MKN/LMyn9GrjwKACMMfwZLhoydb/7E7l7HkJX/KiQGTS6TY6d+j/51Kr64vSJUpjqWypwclEfsf/c3i4rc03JTfi9y/5NV3EtT1F2er6Wi20kof+WSYP3000+o1YUrint5efH111+zZ88e9uzZw7x58/50qYXK5mX54CqLJVi+Dg2lffeOxP++n1xRfZaiCpwiBLA2sZFWcxYE4c/9k5m00p6S1Gfyaqoww0JpRb4mX9papjSnCA2hvqgsyms/0crcJi+qXBKskSNH8tprrzFr1iyuXr1aHk9hUMpyBZaRthomRqYA1LHzlTYqvv74yu8P+v/6rKpQgyUIFemffE9Le0B5Y9lpvdd8VQRdziAV3V/t/2extLLCtYsKV3cvvX+aaL4sbayvOF6W1/+yKJcEy9fXl/T0dL7//ntp9+kVK1bw8OHD5/+yUMLzPrAy5Hja+ADg6/AKCu1fdyRVoQZLEP6KLk/RvezF5vo+7aVvj9JNpZ/lWmuMjYzL5XmqejsXMeTXVhblkmDt3LmTyMhIPvvsM5o1a8bDhw9ZvHgxXbp0YdCgQWzfvp3MzMzyeOoqaWbbb7BTfUgTpxbSDBaAUuOJsdHvy/uLGSzBUDxvBqGqn94priwzaLr82398b/4qSdXFeyjHRvr5nw4s6007VOrn+yND+ewIZVNuRe7Vq1fnvffeY9OmTZw+fZrZs2fTqVMnYmJimDZtGu3atSuvp65ymjg1x7ogEJlMhlGxBMtEU5+GDoXrOpkpzJFh/ld/QhCqvMp0WkXfB3B9P//zGGlti/1c/jP3L3t7CPpRrlcRFrG1tSUgIIC+ffvStWtXFAoFKpWqIp66ylGUSLC8aezUHCi8ikaGYSwUKQjlSd8HS13OpPwZfb++ilDRCZbw4qrC57BcE6yMjAz27NnDf//7X1q1asWoUaPYtWsX9erVIygoqDyfusoqnmAZa3xo6tQCABcL17/6FUF4LkPuDKtCIXl5e9let0iwhJdBuSwUtGXLFiIiIvj5558pKChAq9Xi6upKYGAgvXv3fu7+PULpKbSOWBvboJArUea407lWG6zz32bcq+8zKfb52xMJQmXyxrLT/DSqrb7DEF4y8uIJFrZ/80hBKD/lkmDNnDkTKNxz0N/fn169etGqVavyeCrhD2QYs7XnDxjJFfx7cwoKuQI79bs0c2kNvFyjTEHQFZFoCcUZFStyl4sZLEFPyiXBatu2Lb169cLf3x9TU9Pn/4KgU3Xsff//pxS9xiEIgqAPxU8LilOEgr6US4K1du3a8vizgiAIgvBcRtoXX6ZBEHStQq4iFARBEISKIsMCUyMzQKz/J+iPSLAEQRAEgyJDxuet52Kb/wFGWOk7HKGKEgmWIAiCYHDervseNup/6TsMoQoTCZYgCIIgCIKOiQRLEARBEARBx2RarVar7yDKwsjICI1Gg5WVdbk+zzOVGmtTJRm5+VgaK3imUv/l/4HnPubv/l/0fPr8G/p+DcWf/5+2uyG9/pfhNcjlshdud9GG4vnFe/hyPX9leA3F+/jylJmZgVwup6CgoFyfp0ilT7DMzMxQqVRYWYlCRkEQBEEQ/lxmZibGxsbk5ORUyPNV+gRLEARBEAThZSNqsARBEARBEHRMJFiCIAiCIAg6JhIsQRAqjKhIEAShqhAJVgUTBxj9UKlUpKSk8OzZM32HUuU8ePCApKQkAGQymfgOVCDR1hUrNzeXCxcucPLkSX2HUqVpNBp9hwCIIvcKc+PGDXx9fYHCTk8mk+k5oqrj2bNnfPLJJ2RmZuLq6kqnTp0ICAjQd1hVwrRp0/j1118xMzPD29ubKVOm6DukKmPZsmVkZ2fz2muv0bp1a32HY/CysrIYNmwYtWvXJiIigu7duzNz5kx9h1UlrFy5EgC1Ws1//vMfjIyMXorjrJjBqgBff/01/fr148CBA4AYxVcklUrFf//7X5o1a8acOXOoUaMGZ8+eLfEY8V6Uj3nz5pGens7ChQsZPHgwv/zyC0ePHtV3WFXClClTOHfuHA0aNMDOzk7f4Rg8jUbDpEmTaNKkCXPmzGHfvn0cPXqUY8eO6Ts0gzd+/HiioqIwNTXl+vXrTJs2DUDvyRWIBKtCaDQa3nrrLZYuXcru3bsBkWRVlISEBLRarTSy7N27N3FxcSQkJBATEwOI96I85Ofnk5iYyIgRI3B2dqZly5Y4OzuTkJCg79AM3v3794mNjWXNmjX07NmT9PR0wsPDOXLkCCqVSt/hGSxTU1P69esHgIuLC926dePRo0ds376dlJQUPUdnmM6dO0d6ejorV65kyJAhDBkyBLVaXeIxFbWo6J8RCTwInlEAACAASURBVFY5KigoQKVSERMTQ4cOHfjwww/59ttv2bNnj/QYrVYrDu7lSCaT4eTkxP379wG4e/cuDx8+ZMGCBcyYMYPZs2dLjxN0R6lUYmFhQXR0NPn5+Zibm+Pl5UV6evr/PFZ8/nXL3Nwca2trNBoNO3bs4PPPPycmJoagoCAWL14s1cMJuqHVapHL5eTk5DBu3DgePHjA7t272bp1K+np6axfv55vvvmGjIwMfYdqcBQKBQkJCcTGxgJgbW3NuXPn+Oqrrxg1ahRqtVo6XagPRtOnT5+ul2c2cPn5+eTl5WFmZkbbtm1p2LAhNWvWxMrKipUrV2JlZUX9+vWRyWSkp6djZmam75ANjlarxdbWlurVq+Pm5oZMJmPVqlWMHj2aAQMG4O7uzsGDB2natCm2trb6DtcgnDt3jtjYWGrVqkXbtm2pVasWlpaWABw7dozMzEw6dOgAwOXLl6levbpIbnVEo9Egk8kwMzNjx44dREZGYmFhwaRJkwgMDKR9+/Zs3LgRuVxO48aN9R1upadSqcjMzJT67h49enDy5EkuXLjAli1bWLhwIf3796d79+4EBwdTs2ZNfHx89By1YcjLy0Or1eLm5kZMTAx79+4lIyODyZMn89Zbb9GhQwcuXLjAzp076d27t976mPLd+KeKmjlzJo8fPyYrK4uAgAD69OkDgIWFBT179kSr1bJ8+XLs7e1Rq9WEhYWxdOlSjI2NxcGmjLKzs5k4cSIzZ87E3t4egIYNG0r3z507F6VSCYCfnx8ymeylueKksvvss8+Ij48nNzeXr7/+mp07d2Jvb49Go0Eul6NUKqVka9euXQQHB7Njxw6cnZ31HHnlt2jRIp4+fYqDgwNvvfUWwcHBjB49mvDwcN5++20A6taty5AhQwgPD2fQoEHS90B4cSqVihEjRuDq6srYsWNxdnZGJpOxfPlysrOzGTt2LC1btgTA3t6eJk2aoFCIw60uTJs2jWfPnhEfH8/SpUsZO3YsR44c4eHDh/j7+/PJJ58AYGNjw/Lly8nLy8PU1FQvsYpThDr2xRdf8OjRIz7++GN69erFzJkzWbJkCU+fPgUKk6zAwEAmTJjAyJEjmTdvHuPHj8fExEQkVzpw8OBBIiIieOedd0hLSwMocU4+OzubBw8eoNFoWLt2LSYmJnh4eOgpWsMREhLC48eP+f777wkPD8fGxoa5c+eWeIyVlRWurq4cO3aM9evXs3btWpFc6cC0adO4efMm7du35/LlyyxYsICIiAjGjRuHUqlkzpw50mNzcnKws7MTfU0Z5ebm8vTpU2QyGWvWrOHRo0fSfebm5qhUKkaPHk1SUhKzZs0iOTmZjh076jFiwxAUFMTjx48ZM2YMPj4+DBgwAHNzcwYNGkSLFi347bffpPciKiqKx48f/09NVkUSKbUOFRQUkJeXx4wZM3B0dKRevXrUqlWLiRMnotFoGDt2LFD4BUxJScHV1ZXly5fj7e2t58gNR0JCAp988gmxsbH06tWLPXv2SDOFCoWCS5cusXXrVnJycjAxMWHFihXI5XJplkUonSdPntCuXTvp33379uX8+fMAUrs6ODgwadIkateuzeLFi6lTp45eYjUkCQkJ3Lt3jyVLlmBvb0+jRo0IDw/n/PnzFBQUsGLFCkaNGsXAgQOpVq0at27dYvHixWI2pYzi4uKws7OjTZs2nDhxgjVr1jBixAhcXFyAwrMYU6dOZerUqRgbGxMSEoJCoaCgoAAjIyM9R1855ebmkpaWxvz587GwsGDu3LkMGzaMO3fu0KRJE5ycnHB0dGT27NnUrFmTiIgIli5dKs2a64OowdIhuVzO+vXruXfvHq+//jpQeDWJn58fc+bMwcLCgldeeYXY2FjWr1/P7NmzxUFGx549e0b16tUZOnQov/zyC9988w29evWSvmQeHh7UrVuXNm3aMHToUNHp6chvv/1GYmIiLVu2RCaT8ezZMy5dukT37t2l2iALCwsSExOZNWuWqEXRkYKCAk6ePEm9evVwdnbG3Nwcb29vUlNTuXbtGn5+fowaNYpq1arRoEED3nvvPby8vPQddqWnVCpp3rw5rVq1QqvVcvPmTaKjo/Hy8sLa2hobGxv69OlDjx49CAwMxMjISPQzZfT06VMWL15My5YtqV69Olqtli1btuDl5YWPjw9OTk6YmppiYmJCbm4uEyZM0Hs/IxYa1ZGiRc2uXLnCihUr8Pf3ly7ZBYiIiGDhwoWsW7cOMzMztFotNjY2eozYcBWfjZowYQLnz5/nhx9+wMrKiu3bt9O/f/8/faxQNhkZGVhbWwPw448/smXLFjZu3IhMJuPEiRM4OTnh6uoqPUbQjQkTJpCQkMCWLVuk29LS0pg9ezb29vZMnTpVj9EZruzsbMzNzYHC/v3QoUPY2dkxduxYNm/ejIuLC2+++SYgFpfWldu3b2NjYyOVFowcOZI+ffrQuXNnAJKTk3FyctJniCWII4uOFH15ateuTcuWLTlx4gTh4eHS/c2bN8fDwwOlUimNcITyUTxhmjNnDm3atKFXr158/vnnhIaGllgXRSRXuqHVakskTkqlEhsbG2QyGbt27WLq1KlYWFiI5EqHii7OWLBgAdnZ2QwZMkS6z97envfff59ffvmFrKwsPUVomLRaLRqNBnNzc+ny/86dOxMQEEBubi4BAQGcPHmSHj16SL8jkivd8PHxKVG3qVQqcXR0BCA0NJSJEye+VNuhiaNLGURHR5fovNRqNba2tvTp04eGDRty7NgxFi5cCBReol606KVQPooXMxZ9yZRKJfPmzUOlUhEbG8u2bdswMjISVw6WwR8X7lOpVNIBpGhBRScnJ9zc3Ni3bx/r1q1j7dq1uLu7V3ishkwul0sLh4aEhJCTk8M777wjLeZ6//59zM3NRb1VGRX1FXl5edJtRXWbjx8/lm7r0KEDcXFxuLm5sX79eqn8QNCNolKD4p4+fUp+fj579+5l69atTJ48Wa81V38kEqxSOnToENOmTePUqVPk5OQASB3ZiRMn8PT0pF+/fkRGRjJs2DC+++475syZg4ODgz7DNhh/TJA0Gg0KhQK1Ws3EiRO5ffu2dN+XX36Jh4dHiUJTMXNVekUL982bNw8AY2NjAIKDg9m5c6d0W0hICIsXLyY4OFjUGurAHz/zarVaavvTp0+zceNGbG1tmThxIsOHD2fVqlVMmDABExMTfYRrEIoWEY2NjWX+/PmkpKRIS7sMGDCAzZs3S4/dunUrSqWSdevWSX2RqLkqnT8mpkXvA0BYWJi0C4eXlxfLli1jw4YNzJ8/n3r16lV4rH9HDG1KqWvXrty4cYOwsDCgcPRiamoqbW5bVA/RoUMHUlNTUSgU4rSgjhTVTd2/f5/IyEhq1KhBq1atsLS0ZMKECRgbG9O0aVOg8LJ0X19fJk+eLHV6YkRfdvn5+Rw5cgRPT0/69+/P0qVLOX36tPR9qFevHqNHj6ZLly56LzQ1FHK5HK1WS2ZmJoB0unXGjBncvXuXnj17snLlSm7cuEF+fj6Ojo64urrqM+RKTyaTkZaWRnh4OG5ubjg6OqLRaJgyZQqvvPKKtOYSgK+vL/3795cK2kU/UzpFFwNotVpiYmLw8PCQat2mTJlCamqqVN/cokULDh48yLp1617KQZwoci+jtWvXcvz4cQYNGoSHhwfHjh3jgw8+wNjYGJVKJY0wBd0onlwNGjSIdu3acerUKbp160aDBg2wsbGR1pv5Y2GpuIqn9P7sYoDvv/+ehw8fMm7cOK5cuUKTJk1QKpVSEivaWzfOnDlDmzZtAHj33XcxNjamoKCA4cOHU6dOHUaNGsXmzZtFX6NjRf3H6tWr2bNnD/Xr12fmzJmYm5vz4MED6ZT3Hwdt4sKZ0itqc41Gw5AhQ3j48CF+fn4EBATg4+PDpk2b+PTTT6XvgEqlIi8v76XdiUMs01BKCxcuZMeOHUyaNInU1FR+/PFHXF1dCQwMxMzMjPz8fNHhlQOZTEZSUhInTpygdevWjB49mlatWnHp0iXS09Np164d9vb2f3oaUHR6pVe0IfbBgwdxcXHBxMQEExMTli5dSu3atWnbtu3/jNxFe5fdzz//zOzZs9FoNERERODg4MDQoUPRarXMnDmTTp06MXr0aIyMjFCr1aLNdaCo78jNzUWpVNK0aVPkcjk3btxAo9Hg6ekplXpoNJr/GUSIgvbSK2q74OBg3Nzc+Oqrr7h8+TJ37tzBzMyMYcOGYWRkhEqlQqlUolQq9bZK+z8hEqx/qPgBW61Wk5uby40bN7h06RJjx44lOTmZH3/8ETs7O5ydncXeguWg6D2YNGkSW7dupWHDhvj5+eHs7CwVVOfn5/Pqq6+KA42OFC8sjYiIYNu2bYSEhODt7Y2fnx81atRgx44dNG3aFCsrK9HuOmZmZoalpSVnz54lLi6Or776iurVq/Pqq69iaWnJrFmzaNKkCdWrVxdtrwNFtT537txhzJgxnDt3jujoaP7973+Tnp7OmTNnUKlUeHt7o1AoRDKlI8X7mVWrVnH9+nUGDBhArVq18PX1JTo6mpiYGGQyGV5eXpVmZlwkWP9QUf3DnTt3cHR0xN3dHVtbW86fP8+lS5cYN24cqamphIaG4urqSu3atcWXT0eKf/lkMhldunTh119/5datWzRr1gwLCwucnJywtLRk7969dO3aVcwe6kDxWohbt27h5uaGv78/5ubmhIaGcvHiRdRqNQ4ODjg6Ooptb3SoaDBhZmaGi4sLarWaXbt2oVKpaN26NVBY5/bbb7+RnZ0t1RwKpVd0eqpoe5vXXnuNxo0bs2/fPo4ePUpQUBApKSmcP3+etLQ0fH19K82B/mVX1L9rtVru37/P6dOnycrKol69ejg5OeHr60tMTAznzp3DzMwMT09PPUf8z4gE6zkWLFhArVq1sLa2ZvPmzSxevJi6devi5uZG9erVsbe35/jx49y5c4dRo0aRl5dHixYtxHo/OlJUz3Dv3j3WrFlDdHQ0eXl5/Pvf/+bw4cOcOnUKJycn3N3dpTWuevXqpe+wK72iUx8ajYYRI0Zw9OhRIiIiiI+P591336Vjx47IZDJCQ0M5dOgQycnJBAYG6jtsg1CU2Go0Gh49eoRaraZNmzbY2toSGRlJZmYmjRs3xsjIiJ9++omcnBzat2+v77ArPZlMRnp6OnPnzqVGjRqMGTMGb29vunTpQmhoKFFRUUyYMIFffvkFlUpFmzZtxCBahxYtWsSOHTv473//i52dHRcvXiQjIwN3d3ccHR2pW7cuDx8+pHPnzi/VUgx/RyRYf2PGjBls3LiRvXv3EhAQQIMGDUhOTuaHH37A3d0dNzc3XFxc+OWXX/jxxx9JTk5m5MiRIrnSIZlMRnx8PO+//z6vvPIKGo2GQ4cOce/ePaZPn86ePXvYtGkTSUlJPH36lAULFkizjaLzK7upU6dSo0YNgoODcXBw4MGDB+zatYt27drRvHlzunbtiouLCwMHDsTOzk7f4VZ6xZOrd999l7Nnz7JkyRI0Gg0NGzbE2dmZsLAwrl69Sk5ODgcPHmTs2LFi+ZcyKpoxvHXrFmfPnuX48eP4+/tja2uLmZkZjRs3Zvfu3bRo0QJ/f39at24t1SWKfqZ0/lh2k5OTw40bN7h48SJDhw4F4Pjx42RlZeHq6oqzszMtW7bEyspKn2G/EJFg/YXExERiY2PZtGkTjx494ssvv6Rfv360bduWu3fvcvDgQWrUqIG7uzvJyck0btyYfv36YWFhoe/QDYparWbbtm14enoybtw4GjZsyPbt2/Hw8KB169b07NmTK1eukJqayqeffoqdnZ3o9Mpg+/btaLVanJ2dKSgoYP/+/XTq1AlPT088PDxwdHQkLi6OzMxMfH19sbS0pFGjRtjb2+s7dINQdMCZNGkS1apVIzg4mK5duzJhwgQaN27MG2+8gbm5Odu2bUMmkzFjxgxq166t56grp+zsbL777jvc3d2xsrJCJpPh4uKCl5cXKSkpHD16lCZNmmBtbU21atUICwujUaNGuLu7i+RKB/6q7ObChQtcuHCB4cOHI5PJ2L9/PwANGzZELpdXqjYXCdZfsLKyomXLlgC89tprxMfHM2fOHPr27Uu7du2kU1Z37txh7969jBo1Sqw5owM5OTmcO3eOU6dO0bBhQ4yMjIiOjub27du0bNmS8ePH4+3tzcSJE9m+fTs1a9YkMDCQ3bt3c+XKFerWrSsO9qWUlJTETz/9xIULF6QR44ULF8jNzcXX1xdjY2McHR2JiYnh5s2bdO3aFRBXTenC7NmzSU9PlxZKPH78OG+99RbOzs6sW7dOWnspISGBli1b4uzszNtvv0316tX1HHnltWjRIlauXMndu3dJSkoiKSkJHx8fHB0dqVmzJjExMWzatAlHR0eOHDlCfHw8o0aNkpJg8bkvneeV3djZ2XHixAlu377N+++/j4WFBW3btsXa2rrStblIsP4BmUxGp06diI2NZd68efzrX/+iU6dOWFhYkJiYSFBQUKUpunuZZWVlMWzYMO7evcvdu3fx8/PD1taWZ8+ecenSJTZv3oy3tzdFH9klS5bg5eWFm5sbPXr0YN26ddy9e5dOnTqJK6pKwdLSEmdnZ1JSUjh58iR169bF3d2dlStXYmlpiaOjIxYWFjx8+JDExETat28vinx14LPPPiM5OZnx48dLt+3cuZNLly5x69YtoqOjWbFiBTKZjGnTptGlSxcaNGhQaepQXlY1a9aUTjuZm5uzefNm4uPj0Wq1NG3alLp163L16lX27t2Lq6srixYtQi6Xi+UwyuBFym4OHTrEo0eP+OCDDyrtZ10kWC+gU6dOxMfHs3XrVnr27Enjxo3p2LGjqH/QgZycHEaMGEHr1q2ZMWMG3bt3l9q1Zs2aJCYmEhcXh7+/Py4uLixdupTHjx8zfPhw5HI5CoWCvn370qhRo5d20bmXlUqlkhIlBwcHrKysePToEZGRkfTo0YM6deqwYcMGLl26xNmzZ9mzZw+fffbZS7VrfWX1+eefk5aWxooVK0rc3qhRI7Zt28apU6c4cOAASqWSffv2ce3aNXr06CG2v9GBvLw89u/fT506dejWrRutW7dmzJgxxMfHEx4ejp+fH9WqVcPV1ZVff/2V1q1bS8vvVLaZlJfBi5bd+Pn50b9//0pddiMSrL/wx/PrRf+uX78+V65coWPHjhgbG4svmo4cO3aMzMxMJk+eDBTud3f27Fl2797N4cOH6du3LxYWFly+fJndu3eTm5vLkiVLUCgUaDQaNBoNSqVSXGDwgmbMmMEPP/yAmZkZCQkJ0hU73t7e3Lt3j8OHDxMQEEDHjh2xsbHBxMSE0aNHixlbHRg9ejS5ubl8++230m2JiYl8/vnnNGrUiNdff50rV65w5MgRrl27xr59+5g5c6YoRdARCwsL6UpYPz8/pkyZQsuWLVm1ahW//fYbkZGR5Ofn88YbbxAXF8fWrVtp3bq16GNKqSqW3YjNkv5E8a0O7t+/j4ODA/fv38fU1JSoqChiY2NRq9V6jtKwpKenc/XqVQCuXbvGiRMn+Pbbb+nevTuxsbFcuHCBDRs2MGjQINLT07G1tUUmk4ntWMogJyeHmJgYoqKiMDU1JTk5mbVr1+Lo6Mjbb7+Np6cndnZ2LF68mI8++ogePXroO2SDkZ2dzcOHD0us1/bgwQNGjx5NYGCgVIsVFhZGeHg4VlZWDB48GA8PDz1FbJg6duxIVFQUAwcOpHPnzsycOROAMWPGEBcXJ7V3fn4+Bw8eFANqHZHJZMyaNQutVkvfvn3ZtWsX48aNw9PTk6ioKJYvX06tWrX0HWaZVfm9CCMjI/H19ZUWSSw+czVt2jTs7OwYMWIEs2fPJikpidTUVObPn/9SbixZmeXm5jJ48GAePHhA9erVMTExYeTIkdL6PoMHD6ZPnz7861//kn5HXMVTdkXr/jx9+pSVK1dy7do1jh49yoMHD7h16xbm5uZcu3aNt99+m6CgILF6tQ5lZmYyfPhwjI2NWbhwISNHjqRbt2588MEHQOFBXalU6jlKw1F84Fz8561bt7JmzRp++uknoPDU4Z+dgv2r24WymTZtGvfu3WP16tWYm5sb1F6OVTrBCg0N5csvv+TTTz+le/fuJVaiDgsLY//+/axduxZjY2PS0tIwNjYmPz9frPejY0WJUmZmJgcOHMDX1xdHR8cSV0h9+umnBAQE0KFDBz1GapiePHnC+PHjsbKyYtGiRUBhXVZ6ejo3b97kzJkz9O/fH29vbz1HangyMzMZMWIEUVFRTJ06lXfffReNRgOIvRx1IT8/n7S0NOzs7KTZwqJZ74KCAuLj4/H09OSjjz7i9ddf56233hLtrkPFB8F/VXbz6NEj5s2bx6xZsyptMftfqdKfJIVCwSuvvMJPP/3Evn37SEpKku6rV68eISEhGBsbo1KpsLe3x9LSUiRX5aDoVJ+VlRXvvPMOjRo1KpFczZkzh6SkJNq1a6fHKA2TRqPB1taW4OBgVCoVH374IQDGxsY4OzvToUMHpkyZIpIrHSk+ntVoNFhZWbFq1SratGnD4cOHgcLEqijJEkovKyuLIUOGEBQURLdu3bh27RqAtJDr4MGDOXv2LADt27fn8uXLovRDR549e0ZBQYGUUBX/+f79+2RlZXHz5k1iY2M5e/aswZbdVMkEq6CgALVaTXp6OjNnzuQ///kPR48eZf/+/Tx69AgAPz8/qbZH7GtXvorveXfz5k1ycnKIjIxkwoQJBAUFcfPmTdatWyeNOgXdKL6S8rNnz/jyyy+RyWSMHj1az5EZnj874BRv++DgYPLy8hg4cCBQOPgTSk+lUjFy5EhatGjBmjVr6NChA5988gkqlQpAWntp0KBBADRv3pzMzExxSlYHpk6dyuTJk3nzzTeJjo4GkI6l06ZNIzw8HK1Wy8aNG5k1axYhISF8/fXXBnn1d5VMsIyMjFAoFPTu3Ztq1arRpk0b3n33XWkmqyjJiouL49mzZ3qO1nBkZ2ezfft2qX2hcERfNKIcOHAgUVFRmJmZIZfLqVGjBg0bNmTt2rUoFApR0F4GkZGRJWZoi9odCju9sLAw7O3tmTdvHqmpqUyYMEFfoRqc5x1wwsLCsLW1Ze3ataSlpTFs2DB9hmsQ8vLyMDMzk9ryiy++wMXFhdu3bwMQEBAgraenUqnw8fGR1hoTs4elN336dJ48ecLcuXNp2rQpY8aMITs7GyisdYuNjWXkyJFYWlry6aefsmTJEkJCQgy3pllbhaxatUp76NChv7z/wIED2gEDBmi3bdumXbVqlXbo0KHaJ0+eVGCEhm3evHnapk2bajds2KB99OiRdLtGo9EGBwdrv/jiixK3FadWqysqTIOzZcsWra+vr3b9+vUl2l2r1Wq3bt2qHTx4sFalUkm3PX36VJuQkFDRYRqkL774Qvvxxx9rMzMztUFBQdpOnTpps7KytFqtVhsaGvo/bZ+Zmal98OCBvsI1CAUFBdr79+9rAwMDtXfv3tVqtYX9Se/evbWnT5/Wc3SGKz8/X/vxxx9r4+Pjpdvee+897dGjR7VarVZ75coVqR/Py8vTS4wVrcrMQ1+5coWQkBBatWoFgL+/P/B7TYRMJqNHjx44ODjwySefYG5uzrJly7CxsdFbzIbG3Nyc5s2bc+jQIVQqFYGBgTg7OyOTyejZs6c0ilGr1f8zUyVmrkqveK2hWq2W2h0Kaw379euHkZERarUahUKBtbW1WOtHB9RqNSkpKUyaNAlLS0tmzZrF+++/z/nz5+nYsSP16tWjf//+Jdre0tLS4Ap9K0rR1WdyuRx3d3eWLVuGtbW1VEz9xysAr127hre3N+bm5nqK2HBoNBoyMjKIj4/n8ePH1KxZU7ovPT0dgMaNG0u3VZWymypzijA7OxsXFxdq1KjBgQMHpILS4lc4AGRkZGBpacnKlSultWiEslGr1WRnZ6NUKgkODubDDz+Uat4SExMBSkwRi6UAdONFaw1F3Y/u/PGAU1zxA45oe93Iycnh888/59ChQ9JtNWvWlNbLg8KtoGrUqAEUrqC/ceNGaWV2oWzkcjn29vYEBwfj6Ogo3e7g4FDis11U4F5VVJmV3J88eUKLFi3o3LkzcXFxXLhwASMjI7y8vJDJZMhkMjIyMli0aBGzZs0y3HPCFUij0SCTyZDL5SiVSmrXro1SqcTb2xsLCwt2796NSqWidu3amJmZERUVhZWVVZUZ3ZS34qN5S0tL6tSpg7m5udTuNWrUwNLSkri4OBQKhWh3HZLJZJiZmdGsWTNsbGykmfCTJ0/i6elJ3bp1gcIDjmj7sjt+/DhhYWHk5OQA4OXlBZQ8Q7Fjxw78/Pz4/vvviY2NZdGiRWJmvIxWr15Namqq1N4ODg4lzvpERETQpEkTatasydatW1m3bh3+/v5VZj0xg06wIiIiePr0KdnZ2dSvX19aZqF69eokJiaWSLJ+/vlnLC0t6du3b4n1sITSycnJYcaMGajVaukSf3Nzc+kqHW9vb8zMzDhw4AAymYyQkBCuX79Oz549xexVGf2x07OwsJBG6j4+PpiZmbF3717Mzc05ffo0W7Zswd/fH1NTU32GbRDEAUc/zp8/z+PHj/Hy8vqfwXNRyUFUVBQhISEALF++HKVSWeJqTuHFXLlyha+++orc3FxkMtmfJrVhYWE0aNCAmJgY1q9fz/Tp06VZxKrAYBOs8ePHc+bMGS5fvkxkZCSpqam0adMGAFtbW1xcXEhMTOTGjRtERkaya9cuunXrZpCXiurD80aUWq2WOnXq4OTkxOTJk7GxsWHp0qViRFlG/6TT8/Hxwc3NjenTp3P79m1mz56Nm5ubPsM2COKAoz8FBQUEBATw6quvEh8fXyLJKupTCgoKiI6OFlcl68i9e/e4fv06DRo04OLFiyWS2qLE9dGjR+ze7xrZtQAACJJJREFUvZuLFy8yd+7cKld2Y5AJ1o8//sjVq1dZv349bdu2pVatWnz99dekpqbStm1bAOzs7PDz8yM0NJTr16+zePFisc+XDv3diFKr1Uqjxu3btyOXy0t0emJEWXp/1+kVkclkxMTEcPHiRVasWCFOh+uIOOBUnJycHLZt20ZKSgpZWVn4+fmhVCqxsbHB1dWVhIQEfv75Z0xNTaldu7Z0enD48OHI5XLpogKh9P6u7KaoD8/KymLLli0sX75cOi1elRhkgnXz5k2uXr1K3759MTc3p2bNmjRv3px58+aRl5dHixYtADhx4gQ//PADq1atEgcZHfu7EWXRwT4lJYWIiAgWL16MQqEQnZ4OiFpD/REHnIqRlZXF4MGDpc3KDx06xOPHj2ndujVQeIbC2dmZx48fc+XKFTZu3MiDBw8YMGCA1PeIQVzpvEjZzfnz53Fzc+Pjjz8usTNHVWJQCVZkZCTJycnY2NiQkpKCWq3G09MTAGdnZxo2bEhYWBgeHh44OjoSGRnJ6NGjxTYgOlCaEaWnpydvvvkmcrmcgoICkVyVkqg11B9xwKl433//PTY2Nnz55Ze0bt0ab29v5s6dS1paWokzFHXq1GH58uVYWFiwevVqaUFjUeNZOi9adrNnzx4CAgJwcHDQc+T6YzAJVlBQEEeOHOHu3busWbMGGxsbMjMzsbS0lDozS0tLLl68iJOTE76+vvj5+VGtWjU9R175lWZEef/+ffr16yeNJMWIsnREraH+iAOOfly9epXr168TGBiIqakpbm5utGjRgvnz56NWq2nWrBkA69evJzU1lfXr14uaqzISZTelYxAJVmhoKDdu3GDDhg20b9+etLQ0VCoVGRkZ3LlzB3Nzc9zd3TEzM+PixYtotVqaNWsmnTIRyqa0I0qFQiFGlGUgOj39EW1fsbKzs9m5cyd3797F2dmZrKwsNBqN1J7Ozs7Uq1ePnTt3UrduXSwsLIiPj2fq1Kmi/EAHRNlN6RjEtEFycjL169cHCmepPDw8MDExYcaMGcjlcnbu3Mno0aMJCQkhMjKSrl27AogDu47IZDJiY2OBwpF7q1atWL16Nbt27WLlypXS40JDQ3FwcGDdunWioF0H1Gq1dJWmg4MDbdu2ZeXKlYSHh7Ns2TLpcWfPnuW3335jzZo1otPTEdH2FScrK4sPP/yQ06dPExkZyaRJk4iLi+PkyZNERUVJj6tbty7Gxsakp6djYWHBwIEDpX5GJFelExkZyfnz53F1dcXLy4uIiAjpvkaNGrFo0SJOnDjBhQsXUKlU3L17l1WrVuHj46PHqF8eBjGDlZeXx+PHj/Hz80OhUCCXyzl16hT9+vWjWbNmeHh4kJqaSm5uLuPHj5cunxZKT4wo9UfUGuqPaPuKt3TpUlxcXJg1axbt2rUjNTUVBwcHkpKSuH37NsbGxtSqVQsLCwsOHz6Mi4sL9evXl7bIEYO40hFlN2VnEEe4Dh068Oqrr0qL9aWkpJCamopWq8XGxobk5GT69etHrVq19BypYcjKyuKjjz7Czs4OuVzOmTNnaNKkCQUFBdjY2Eh7ThUfUTZo0ICBAwcCiBFlGQQFBfHrr7/i6OjIhQsXePXVV/n5559xcHCgSZMmQOH+gkX1P82bN2fo0KGivXVAtL1+PHz4ED8/P6DwgG5mZoZKpWL69OksWrSIHTt2EBISQvXq1UlJSeHNN98ExBmKsggNDSUlJYWtW7fy7NkzFi1aRGpqKomJiWzbto2cnBzatGmDnZ0djo6O0pZnosatJIOYwYKSm0fGxcURHR1Nnz592LVrF3PmzKFPnz7Y2dnpMULDIUaU+iFqDfVHtL3+mJmZYWRkhKenJ0ZGRqhUKmJjY+nevTtt27alfv36KBQKnJyc+OKLL0T5gQ4cPXqUatWq0apVK4yNjbl//z5paWkEBQVx7tw5oqOj2b9/P0lJSezZs4fx48eX2PdRKGSQn0AnJyd8fHyIiIhg3bp1rF+/ntq1a+s7LIPx8OFD6UqoohGlRqNh+vTpKJVKduzYwdChQ5k6daoYUeqQqDXUH9H2+tO+fXv8/f2lbbaSkpLIyMgACgfWhw8f5o033mDQoEHiakEdady4MQqFgry8POnfGRkZ2NvbM3HiRN577z1q1apFWloaq1atEhdv/AWDnLu2s7Nj8+bNHDlyhO+++04U3OlY7969ycjIID8/H6VSSbNmzThx4gT29vYEBQXx4MEDzpw5g1wuZ8aMGRgZGYlOTwcaN27M9evXycvLw8TEhMaNG3PmzBmp04uPj+fIkSOi0ysHou31RyaTldirUaVSSaddv/rqKy5dusSIESOk+0U/U3ai7EY3DDLBcnV1Zdy4cXTu3FkqQBV0p3379qhUqr8dUfbq1QtXV1cAkVzpiOj09Ee0/cujVq1apKSksGzZMu7cuUNYWJiYuSoHlpaWJf5tamqKTCZj165dfPPNN2zatElPkVUeBnmKEGDYsGEiuSonzxtRRkRE4OTkJN0vOj3d+btOb/r06Wg0Gj1FZvhE278catSowZo1azh79ixr1qwRyVUFEGU3pWMwRe5/JAocK86TJ094+vQply9fJjo6mo0bN4pC0wqQnZ1NcnIyKpWKlStXsmLFCrEESQURba8/1tbWODs7S0u+iOSq/KnVasaPH8+lS5f49ttvRdnNPyTTarVafQchVG6//vqrtLHzhg0bRKdXQRISEujUqRPOzs6i1rCCibZ/OYj19CrO6tWrRdnNCxIJllBmarWa8PBw+vXrJwraK5jo9PRHtL1QlYh+/cWJBEvQKTGirFii09Mf0faCIPwdkWAJgiAIgiDomKhAFgRBEARB0DGRYAmCIAiCIOiYSLAEQRAEQRB0TCRYgiAIgiAIOiYSLEEQBEEQBB0TCZYgCIIgCIKOiQRLEARBEARBx/4PHXK9KiNMBhoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 748.8x538.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf),\n",
    "         mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'),\n",
    "         mpf.make_addplot((df['PercentB']),panel='lower',color='g')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=1.3,volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Plotting additional data with a *secondary y-axis*\n",
    "\n",
    "---\n",
    "\n",
    "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see the \"Percent B\" line has its own y-axis on the right side.\n",
    "\n",
    "\n",
    "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n",
    "  - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n",
    "  - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n",
    "  \n",
    "---\n",
    "\n",
    "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n",
    "\n",
    "\n",
    "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x621 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n",
    "         mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'),\n",
    "         mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "\n",
    "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n",
    "# note: this calculation has no financial meaning whatsoever; we are just generating some \n",
    "#       data to modify the order of magnitude and range, so as to be able to demonstrate \n",
    "#       secondary_y on the main panel.\n",
    "new_low_signal = [x*20.*math.sin(x) for x in low_signal] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x621 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n",
    "        mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^',secondary_y='auto'),\n",
    "        mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v',color='orange'),\n",
    "        mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='sas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x621 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The same plot, with a style that puts the primary y-axis on the left:\n",
    "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='default')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
